notebooks/03_tf_seq_to_seq_tranining_18M.ipynb

{"cells":[{"cell_type":"code","source":["!pip install nltk"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XOvqzjssqdHO","executionInfo":{"status":"ok","timestamp":1655764051014,"user_tz":420,"elapsed":4019,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"71b501d9-e53a-4d1a-f7bc-75778b9de081"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: nltk in c:\\users\\rajas\\anaconda3\\lib\\site-packages (3.7)\n","Requirement already satisfied: joblib in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from nltk) (1.0.1)\n","Requirement already satisfied: tqdm in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from nltk) (4.61.2)\n","Requirement already satisfied: regex>=2021.8.3 in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from nltk) (2022.4.24)\n","Requirement already satisfied: click in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from nltk) (8.0.1)\n","Requirement already satisfied: importlib-metadata in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from click->nltk) (3.10.0)\n","Requirement already satisfied: colorama in c:\\users\\rajas\\appdata\\roaming\\python\\python37\\site-packages (from click->nltk) (0.4.3)\n","Requirement already satisfied: zipp>=0.5 in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from importlib-metadata->click->nltk) (3.5.0)\n","Requirement already satisfied: typing-extensions>=3.6.4 in c:\\users\\rajas\\anaconda3\\lib\\site-packages (from importlib-metadata->click->nltk) (3.7.4.3)\n"]},{"output_type":"stream","name":"stderr","text":["WARNING: You are using pip version 21.3.1; however, version 22.1.2 is available.\n","You should consider upgrading via the 'C:\\Users\\rajas\\Anaconda3\\python.exe -m pip install --upgrade pip' command.\n"]}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"uWjiNuSx9WIL"},"outputs":[],"source":["import os\n","import time\n","\n","import tensorflow as tf\n","\n","import pandas as pd\n","import numpy as np\n","\n","from sklearn.model_selection import train_test_split\n","from nltk.translate.bleu_score import corpus_bleu, SmoothingFunction\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"nZvgDc7op-r9"},"outputs":[],"source":["data = open('passwords_db.txt').read()"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":37,"status":"ok","timestamp":1655764139703,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"H_LkTrk-qL4G","colab":{"base_uri":"https://localhost:8080/"},"outputId":"3a6f1e02-5dcf-4415-eb23-72baf127dd5e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["178313552"]},"metadata":{},"execution_count":7}],"source":["len(data)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"g02FJq9lqOgJ"},"outputs":[],"source":["passwds = data.split(\"\\n\")"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":12,"status":"ok","timestamp":1655764142592,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"t8Aj6_E0q0hL","colab":{"base_uri":"https://localhost:8080/"},"outputId":"bf3b8b09-973f-424e-b97f-73b345ce8306"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["18308617"]},"metadata":{},"execution_count":9}],"source":["len(passwds)"]},{"cell_type":"markdown","metadata":{"id":"ko36Ziq0sbLj"},"source":["# Vectorize the text"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"weTKFR38C3TM"},"outputs":[],"source":["vocab = sorted(list(set(''.join(passwds))))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1655764151456,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"nXfBF3yzDKDh","outputId":"e261d0ec-21ee-4b62-a86a-5e25a21a3618"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["95"]},"metadata":{},"execution_count":11}],"source":["len(vocab)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"9RaM5ANgDWI_"},"outputs":[],"source":["char_indices = dict((c, i) for i, c in enumerate(vocab))\n","indices_char = dict((i, c) for i, c in enumerate(vocab))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"FhJ7DgosDb6y"},"outputs":[],"source":["max_len = max(passwds, key=len)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":67,"status":"ok","timestamp":1655764152457,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"etgEVPzhoau8","outputId":"40d40de1-a6a9-40eb-d948-c3ef8ca8652a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["50"]},"metadata":{},"execution_count":14}],"source":["len(max_len)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":40,"status":"ok","timestamp":1655764152495,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"X8BEFv-TpNRx","outputId":"e294df2c-8e66-47a8-fd43-6ff8b058dd74"},"outputs":[{"output_type":"stream","name":"stdout","text":["Total number of passwords 18308617\n","Passwords vocab size 95\n","Max passwords length 50\n"]}],"source":["print(f\"Total number of passwords {len(passwds)}\")\n","print(f\"Passwords vocab size {len(vocab)}\")\n","print(f\"Max passwords length {len(max_len)}\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"BeTj4zUyt2a8"},"outputs":[],"source":["input_text = [p[:-1] for p in passwds]\n","target_text = [p[1:] for p in passwds]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":29,"status":"ok","timestamp":1655764184578,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"3bMLxAb2vBQO","outputId":"8ff621c6-9c79-48c4-bcf7-5799971578b3"},"outputs":[{"output_type":"stream","name":"stdout","text":["12STEVEN 12STEVE 2STEVEN\n"]}],"source":["print(f\"{passwds[0]} {input_text[0]} {target_text[0]}\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"rjiNNlf4xw6j"},"outputs":[],"source":["tokenizer = tf.keras.preprocessing.text.Tokenizer(filters='', char_level=True, lower=False)\n","tokenizer.fit_on_texts(passwds)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"-moAS3B4y47S"},"outputs":[],"source":["input_tensor = tokenizer.texts_to_sequences(input_text)\n","input_tensor = tf.keras.preprocessing.sequence.pad_sequences(input_tensor, padding='post')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":46,"status":"ok","timestamp":1655764429454,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"MWg3cv6QzJXc","outputId":"68db3124-cc31-4c80-c610-f42a566ed153"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(18308617, 49)"]},"metadata":{},"execution_count":21}],"source":["input_tensor.shape"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"IgFpZ-1bzYTw"},"outputs":[],"source":["target_tensor = tokenizer.texts_to_sequences(target_text)\n","target_tensor = tf.keras.preprocessing.sequence.pad_sequences(target_tensor, padding='post')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":60,"status":"ok","timestamp":1655764577939,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"Qbl3D-_zsPa7","outputId":"df33d03e-77be-42cb-a501-1ba2d3d5ccb7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(18308617, 49)"]},"metadata":{},"execution_count":23}],"source":["target_tensor.shape"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1655764577950,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"I1tMQ01PuNbK","outputId":"a4c9e0ad-da66-4880-acfe-99e1974b6c23"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['12STEVE', 'pedroantunescaetan', 'nanloveken', 'cyvoe', '2011kai']"]},"metadata":{},"execution_count":24}],"source":["[''.join(i.split()) for i in tokenizer.sequences_to_texts(input_tensor[:5])]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":33,"status":"ok","timestamp":1655764577984,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"NiPQKheBu7yL","outputId":"584a3083-fee6-4a46-9b22-e6426847b2c3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['2STEVEN', 'edroantunescaetano', 'anlovekeng', 'yvoet', '011kaid']"]},"metadata":{},"execution_count":25}],"source":["[''.join(i.split()) for i in tokenizer.sequences_to_texts(target_tensor[:5])]"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":10,"status":"ok","timestamp":1655764577995,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"QIpxA4h0Ae1X","outputId":"a83bb3ed-507e-4fc6-cd98-561ea30a15c3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["95"]},"metadata":{},"execution_count":26}],"source":["len(tokenizer.word_index)"]},{"cell_type":"markdown","metadata":{"id":"DELyjgzKs0n1"},"source":["# Split data into Train and Validation"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fyAhfR6ssmqb"},"outputs":[],"source":["# Batch size\n","BATCH_SIZE = 32\n","\n","# Buffer size to shuffle the dataset\n","BUFFER_SIZE = 10000\n","\n","# split to 70 30 \n","input_tensor_train, input_tensor_rem, target_tensor_train, target_tensor_rem = train_test_split(input_tensor, target_tensor, test_size=0.1, shuffle=True)\n","\n","train_dataset = tf.data.Dataset.from_tensor_slices((input_tensor_train, target_tensor_train))\n","train_dataset = train_dataset.shuffle(BUFFER_SIZE).batch(BATCH_SIZE, drop_remainder=True)\n","\n","# split to 50 50\n","input_tensor_val, input_tensor_test, target_tensor_val, target_tensor_test = train_test_split(input_tensor_rem, target_tensor_rem, test_size=0.5)\n","\n","val_dataset = tf.data.Dataset.from_tensor_slices((input_tensor_val, target_tensor_val))\n","val_dataset = val_dataset.shuffle(BUFFER_SIZE).batch(BATCH_SIZE, drop_remainder=True)\n","\n","test_dataset = tf.data.Dataset.from_tensor_slices((input_tensor_test, target_tensor_test))\n","test_dataset = test_dataset.batch(BATCH_SIZE, drop_remainder=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"nOmbRJLgJ4H3"},"outputs":[],"source":["# For performance\n","AUTOTUNE = tf.data.AUTOTUNE\n","\n","train_dataset = train_dataset.cache().prefetch(buffer_size=AUTOTUNE)\n","val_dataset = val_dataset.cache().prefetch(buffer_size=AUTOTUNE)\n","test_dataset = test_dataset.cache().prefetch(buffer_size=AUTOTUNE)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2817,"status":"ok","timestamp":1655764609567,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"QEMagILWzGUH","outputId":"ba0c9c54-c17e-4483-e6c3-1fb6891c8ed8"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(TensorShape([32, 49]), TensorShape([32, 49]))"]},"metadata":{},"execution_count":30}],"source":["example_input_batch, example_target_batch = next(iter(train_dataset))\n","example_input_batch.shape, example_target_batch.shape"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":145,"status":"ok","timestamp":1655764611701,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"rmweDXaczJAR","outputId":"839281ff-f5d7-426e-85c4-8e6e8c7f0cce"},"outputs":[{"output_type":"stream","name":"stdout","text":["Vocab size 96\n","Max input length 49\n","Max input length 49\n"]}],"source":["vocab_size = len(tokenizer.word_index) + 1\n","\n","max_length_input = input_tensor.shape[1]\n","max_length_output = target_tensor.shape[1]\n","\n","embedding_dim = vocab_size\n","rnn_units = 256 # was 1024\n","\n","print(f'Vocab size {vocab_size}')\n","print(f\"Max input length {max_length_input}\")\n","print(f\"Max input length {max_length_output}\")"]},{"cell_type":"markdown","metadata":{"id":"vcMQyTxBA0-4"},"source":["# Create Model"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8N429W2l-7e4"},"outputs":[],"source":["class MyModel(tf.keras.Model):\n","  def __init__(self, vocab_size, embedding_dim, rnn_units):\n","    super().__init__(self)\n","    self.embedding = tf.keras.layers.Embedding(vocab_size, embedding_dim)\n","    self.gru = tf.keras.layers.GRU(rnn_units,\n","                                   return_sequences=True,\n","                                   return_state=True)\n","    self.dense = tf.keras.layers.Dense(vocab_size)\n","\n","  def call(self, inputs, states=None, return_state=False, training=False):\n","    x = inputs\n","    x = self.embedding(x, training=training)\n","    if states is None:\n","      states = self.gru.get_initial_state(x)\n","    x, states = self.gru(x, initial_state=states, training=training)\n","    x = self.dense(x, training=training)\n","\n","    if return_state:\n","      return x, states\n","    else:\n","      return x"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"CEFdG0KVAuIx"},"outputs":[],"source":["model = MyModel(\n","    vocab_size=vocab_size,\n","    embedding_dim=embedding_dim,\n","    rnn_units=rnn_units)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1418,"status":"ok","timestamp":1655789474676,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"neS_NEv5A6t1","outputId":"d9fd057a-7e5d-4ebc-bb2e-084d3e2fcff9"},"outputs":[{"output_type":"stream","name":"stdout","text":["(32, 49, 96) # (batch_size, sequence_length, vocab_size)\n"]}],"source":["# try model without training\n","for input_example_batch, target_example_batch in train_dataset.take(1):\n","    example_batch_predictions = model(input_example_batch)\n","    print(example_batch_predictions.shape, \"# (batch_size, sequence_length, vocab_size)\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1655789474692,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"ntDNbbA3BB8g","outputId":"32e785f2-faf1-4561-8127-9f9ef34ff64a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"my_model_1\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","embedding_1 (Embedding)      multiple                  9216      \n","_________________________________________________________________\n","gru_1 (GRU)                  multiple                  271872    \n","_________________________________________________________________\n","dense_1 (Dense)              multiple                  24672     \n","=================================================================\n","Total params: 305,760\n","Trainable params: 305,760\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["model.summary()"]},{"cell_type":"code","source":["input_example_batch"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DbTOW1cEU0D_","executionInfo":{"status":"ok","timestamp":1655789474706,"user_tz":420,"elapsed":13,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"5aef2363-800b-4efe-d637-24db23d1b11f"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<tf.Tensor: shape=(32, 49), dtype=int32, numpy=\n","array([[10,  7, 11, ...,  0,  0,  0],\n","       [26,  2, 26, ...,  0,  0,  0],\n","       [11, 15,  1, ...,  0,  0,  0],\n","       ...,\n","       [ 2, 10, 20, ...,  0,  0,  0],\n","       [ 1, 20,  5, ...,  0,  0,  0],\n","       [10,  1, 23, ...,  0,  0,  0]])>"]},"metadata":{},"execution_count":87}]},{"cell_type":"code","source":["tf.random.categorical(example_batch_predictions[0], num_samples=1)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nd3nPZXjShD6","executionInfo":{"status":"ok","timestamp":1655789474756,"user_tz":420,"elapsed":44,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"9ea76cae-6503-4fa5-add2-6171e1030c8e"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<tf.Tensor: shape=(49, 1), dtype=int64, numpy=\n","array([[52],\n","       [85],\n","       [94],\n","       [35],\n","       [ 3],\n","       [61],\n","       [46],\n","       [85],\n","       [43],\n","       [65],\n","       [24],\n","       [53],\n","       [14],\n","       [68],\n","       [ 8],\n","       [73],\n","       [48],\n","       [45],\n","       [15],\n","       [27],\n","       [10],\n","       [ 1],\n","       [14],\n","       [ 9],\n","       [34],\n","       [94],\n","       [18],\n","       [18],\n","       [23],\n","       [59],\n","       [80],\n","       [82],\n","       [67],\n","       [49],\n","       [ 9],\n","       [48],\n","       [86],\n","       [49],\n","       [92],\n","       [45],\n","       [79],\n","       [76],\n","       [32],\n","       [93],\n","       [90],\n","       [78],\n","       [87],\n","       [67],\n","       [66]], dtype=int64)>"]},"metadata":{},"execution_count":88}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YlfoER9aBFSc"},"outputs":[],"source":["sampled_indices = tf.random.categorical(example_batch_predictions[0], num_samples=1)\n","sampled_indices = tf.squeeze(sampled_indices, axis=-1).numpy()"]},{"cell_type":"code","source":["[tf.squeeze(tf.random.categorical(pred, num_samples=1), axis=-1).numpy() for pred in example_batch_predictions] "],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bvTPQuR6UV0j","executionInfo":{"status":"ok","timestamp":1655789474870,"user_tz":420,"elapsed":27,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"fdf516a9-e320-4c57-e8ee-14ccf7993ac6"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[array([ 1, 47, 68, 38, 91, 88,  7, 48, 14, 15, 22, 45, 80, 77, 38, 66,  0,\n","         1, 37, 92, 68, 68, 49, 74, 75, 22, 75, 20, 93, 50, 30,  8, 36,  2,\n","        81, 65, 26, 17,  8, 28, 68, 92, 29, 75, 73, 35, 68, 41, 39],\n","       dtype=int64),\n"," array([69, 94, 36, 56,  3, 44, 46, 88, 65, 60,  9, 18, 93,  2, 49, 40, 47,\n","        10, 39, 45, 39, 48, 19, 42, 89, 46,  8, 51, 75,  9, 29, 12, 67, 37,\n","        11,  9, 37, 81, 89, 15, 95, 68, 23, 17, 78, 47, 26, 79, 30],\n","       dtype=int64),\n"," array([80, 23, 76, 25, 59, 56, 23,  2, 20, 42, 19, 91, 33, 56, 84, 42, 29,\n","        51, 54,  9,  4, 65, 47, 83, 28, 82, 77, 14,  1, 84,  7, 10, 90,  5,\n","        76,  7,  6, 34, 95, 82,  4, 81, 51, 94, 89, 84, 82,  1, 76],\n","       dtype=int64),\n"," array([76, 82, 34, 72, 35,  4, 14, 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array([80, 63, 41, 65,  3,  0, 12, 44, 31, 69, 57, 84, 26, 80, 56, 82, 11,\n","        51, 63, 11, 92,  4, 55, 70, 37, 77, 10, 26, 83, 89, 13, 15, 34, 28,\n","        76, 80, 79, 92,  3, 65, 70, 62,  4, 52, 55, 77, 83, 73, 20],\n","       dtype=int64),\n"," array([86, 69, 78, 10, 19, 42, 56, 82, 47, 18, 41, 18, 51, 95,  5,  8, 91,\n","        19,  1, 70, 68,  6, 76, 87, 66, 36, 24, 86, 30, 22, 59, 74, 75,  6,\n","        21, 17, 69, 20, 80, 36, 38, 44, 22, 36, 44,  0, 68,  0, 61],\n","       dtype=int64),\n"," array([66, 15, 61, 34, 15, 93, 80, 58, 73, 54, 59, 45,  1, 22, 66, 14, 90,\n","        75, 15, 93, 55, 62, 65, 40, 37, 50, 49, 34, 14, 63, 22, 82, 51, 86,\n","         9, 57, 51, 28,  5, 58, 41, 76, 17, 83, 19, 52, 95, 89, 12],\n","       dtype=int64),\n"," array([50,  1, 75, 26, 74,  0, 30, 90, 42, 85, 16, 38,  2,  6, 14, 45, 47,\n","        13, 69, 46, 53,  5, 44, 84, 11, 14, 19, 74, 74, 42, 81, 75, 68, 77,\n","        43, 37, 34, 80, 17,  0, 92, 49, 36, 16, 92, 17, 78, 82,  4],\n","       dtype=int64),\n"," array([34, 43, 56, 24, 72, 63, 85, 61,  3, 74, 27,  0, 40, 28, 39, 52, 84,\n","        40, 58, 68, 83, 27, 92, 30, 16,  4, 22, 89, 94,  2, 42, 19, 69, 47,\n","        32,  0, 27, 54, 77, 34, 87, 55, 24, 48, 41, 32, 59, 84, 57],\n","       dtype=int64),\n"," array([70, 42, 92, 27, 87,  8, 21, 76, 32,  6, 46, 39, 70, 22, 12, 94, 17,\n","        29, 90, 81, 25, 13,  7, 65, 46, 36, 78, 73, 81, 78, 47, 59, 37,  7,\n","        63, 24, 61, 92, 26, 77, 72, 73, 80, 12, 33, 67, 61, 70,  8],\n","       dtype=int64),\n"," array([27,  5, 43, 48, 86, 30, 12,  5, 93, 88, 88, 32, 23, 65, 88, 17,  3,\n","        57, 12, 47, 74, 24, 13, 86, 29, 29, 25, 61, 37, 31, 29, 44, 32, 51,\n","        69,  8, 64, 29, 50, 52, 71, 83,  3, 86, 66, 92, 83,  8,  7],\n","       dtype=int64),\n"," array([60, 21, 17, 34, 68, 85, 73, 41, 39,  3, 54, 76,  1, 65, 57, 52, 74,\n","        19, 17, 16, 41, 25, 12, 49, 45,  2, 86, 79, 46, 16, 24, 49, 80, 92,\n","        25, 78, 55, 77, 29, 82, 75,  1, 82, 22,  2, 91, 26, 64, 14],\n","       dtype=int64),\n"," array([68, 73,  0,  4, 75, 51, 51, 42, 84, 37, 88,  9, 56, 44, 22, 16,  6,\n","        84, 28, 13, 34, 23, 50, 18, 56, 94, 36, 50, 44,  8, 76, 55, 29, 28,\n","        11, 45, 53,  0, 26, 79, 19, 67, 32, 73, 66, 90, 16, 61, 31],\n","       dtype=int64),\n"," array([53, 88, 66, 33, 21,  5, 58, 73, 28, 13,  3, 88, 91, 19, 44, 72, 86,\n","         8,  4, 36, 19, 41, 77, 40,  5, 34, 76, 22, 95, 71, 23, 62, 84, 64,\n","        49, 49, 42, 73,  2, 94, 64,  1, 41, 37, 57, 78, 85, 43, 28],\n","       dtype=int64),\n"," array([80, 47, 68, 77, 22, 16,  4, 53, 72, 22, 13, 30, 70, 49, 18, 22, 48,\n","         7, 77, 84, 74,  8, 91, 15, 38,  5, 46, 37, 86, 62,  4, 83, 88, 25,\n","        34, 73, 46, 88, 62, 13, 28,  6, 51, 38, 51, 48, 27, 87, 16],\n","       dtype=int64),\n"," array([18, 82, 15, 46, 45, 83, 82, 77, 67,  0, 13, 10, 44, 82, 18, 95, 43,\n","        48, 39, 80, 78, 80, 64, 77,  1, 22, 55, 92, 85, 41, 31, 91, 36, 82,\n","        59, 41,  8, 16,  9,  8, 95, 30, 32, 55, 48, 18,  1, 73, 10],\n","       dtype=int64),\n"," array([33,  2, 55, 25, 44, 84, 93, 44, 31, 94, 43, 45, 55, 34, 30, 94, 34,\n","        16, 25,  6, 75, 39,  8, 25, 59, 73, 63, 28, 86, 41, 67, 42,  4, 65,\n","        54, 69, 29, 35, 27, 11, 44, 79, 93, 20, 79, 70,  4, 48, 15],\n","       dtype=int64),\n"," array([ 3, 86, 51, 28, 36, 33, 44, 59, 90, 83, 82, 42, 83, 44, 67, 68, 80,\n","        20, 79,  6, 61, 72, 43, 83, 43, 79, 14, 51, 43,  0, 33,  0, 84, 86,\n","        18, 20,  2, 38, 24, 30, 67, 53, 27, 70, 37, 85, 71, 22, 49],\n","       dtype=int64),\n"," array([56, 48, 22, 32, 32,  5, 58, 51, 57, 10,  4, 80, 64, 21, 68, 42, 78,\n","        87, 45, 92, 93,  9, 72, 39, 40, 92, 57, 56, 10,  6,  4,  7, 30, 80,\n","        13, 32, 76, 36, 72, 84, 29, 74, 12, 73, 16, 65, 42, 53,  8],\n","       dtype=int64),\n"," array([25, 95, 59, 87, 68, 32, 38, 78, 49, 17, 65, 11, 57, 83, 65, 36, 17,\n","        59, 32, 75, 58,  0, 77, 58, 10,  5,  1, 46, 66, 74, 16, 35, 35,  0,\n","        93, 18, 42, 87, 25, 84, 44,  3, 58, 83, 48,  9, 43, 63, 16],\n","       dtype=int64),\n"," array([ 3, 46, 82, 54, 27, 56,  0, 33,  6, 48, 26, 56, 12,  3, 65, 61, 83,\n","        46, 59, 55, 65, 31, 75, 37, 65, 88, 56,  8, 64, 65, 18, 89,  3, 86,\n","        60, 24, 19, 40, 69, 29, 93, 30, 87, 18, 25,  7, 14,  7, 38],\n","       dtype=int64),\n"," array([36, 66, 25, 11, 61, 12, 69, 31, 79, 92, 56, 10, 76, 94, 90, 17, 44,\n","        51, 23, 63, 11, 46, 85, 43,  9, 52, 23, 19, 10,  4, 35, 74, 14, 13,\n","         9, 30, 11, 91, 11,  1, 68, 43, 66, 53, 72,  3, 39, 73, 72],\n","       dtype=int64),\n"," array([ 7, 49, 56, 76, 53, 39, 61, 14, 37, 93, 38, 52,  8, 53, 68, 18, 17,\n","        18, 33, 80, 78, 94, 55, 30, 76, 71, 91, 29, 19, 90, 34,  7, 31, 90,\n","        70, 88, 43, 68, 61, 73, 32, 13, 28, 33, 41, 35,  0, 55, 79],\n","       dtype=int64),\n"," array([58, 33, 59, 33, 90, 10, 56, 23, 66, 61, 64, 77,  4, 75,  1, 11, 78,\n","        52, 75, 48, 81, 38, 14, 82, 32, 70, 34, 10, 77, 11, 54, 72, 24, 75,\n","        70, 45, 39, 30, 53, 51, 71, 69, 70, 17, 60,  9, 46, 91, 41],\n","       dtype=int64),\n"," array([29, 39,  5,  7, 33, 78, 42, 35,  7, 93, 31, 27, 35, 77, 88, 13, 61,\n","        60, 63, 73, 37, 50, 88,  5, 45, 89, 76,  9, 55, 55, 21, 13, 91, 17,\n","        33, 77, 58, 61, 40,  7, 72, 94, 93, 32, 70, 51, 92, 44, 30],\n","       dtype=int64),\n"," array([40, 74, 71, 77, 77, 75,  2, 49, 80, 45, 20, 59, 85, 57,  6,  6, 56,\n","        72, 43, 58, 70, 85, 24,  4, 70, 60,  8, 91, 62, 16, 12, 80, 21, 39,\n","        78, 84, 48, 87, 27, 75, 80, 33, 17, 82, 54, 50, 64, 39, 28],\n","       dtype=int64),\n"," array([86, 56, 73, 18,  3, 33, 16,  6,  3, 53, 27, 73,  0, 77, 56, 39, 69,\n","         8, 36, 34, 61, 13, 56, 39, 91, 42, 76, 85, 60, 74, 30, 59,  9, 60,\n","        10, 60, 86, 25, 72, 17, 63, 73, 80, 11, 38, 45, 57, 13, 64],\n","       dtype=int64),\n"," array([46,  2, 10, 65, 17, 50,  7, 85, 50, 54,  7, 37, 48, 37, 18, 92, 79,\n","        55, 54, 39, 36, 61,  2, 24, 22, 23, 14, 91, 10, 55, 12, 46, 78, 15,\n","        92, 45, 12, 60, 94, 50, 51, 18, 93, 79, 74, 11, 93, 84, 77],\n","       dtype=int64),\n"," array([88, 19, 74, 90, 72, 13, 20, 56, 20, 48, 14, 86,  8,  3, 30, 12,  3,\n","        32, 83, 94, 69, 20, 31, 87, 72, 29, 47, 56, 16, 76, 95, 49, 12, 59,\n","        32, 72, 47, 85, 42, 89, 55, 18, 45,  3, 37, 42, 74, 38, 15],\n","       dtype=int64)]"]},"metadata":{},"execution_count":90}]},{"cell_type":"code","source":["tokenizer.sequences_to_texts([tf.squeeze(tf.random.categorical(pred, num_samples=1), axis=-1).numpy() for pred in example_batch_predictions] )"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BmWRrYq7VKjn","executionInfo":{"status":"ok","timestamp":1655789474927,"user_tz":420,"elapsed":56,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"27a39f2d-ba86-4926-e0f9-9ff072e44900"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['N ( i 7 | l A : k k Y 2 D % { + } _ * p 6 R 2 / 4 ! c * B A r + w + f R ! O , M Y |   ~ $ O 7 (',\n"," '? . g p a & L A 0 w g a M 0 d Q - > j P x   o L m 9 E > y a 6 J K Y % [ { b i C 1 P J I 5 X 3 D 4',\n"," 'q f 3 u a } O = B ? : 6 T Q _ W U X / b % 1 m > ; ~ 9 m & V T r q N z ) L 2 v v } f X L Y S 9 w K',\n"," 'L & # h v s n ] c i + # b k W , K c / E r | k T ] k 6 l , : ? G C / P v | _ + : , v @ v C d & ? -',\n"," '5 [ I t p | ` # 4 c 3 G d l + \" - % ! w y 0 c ~ 1 0 I R h { # U - { = v K _ 7 ? 6 # 7 ) ^ < p',\n"," 'X Z M T { I l b g ~ Z 8 ` r h , c s 7 1 * < g d ? y Q c E * i T % 6 n K Z ! Z - \\\\ , d 3 4 X _ J',\n"," 'E k k U M p Y W < . Q [ J R L 0 S V l $ h | E O s K G 9 : / = 2 { 1 ) r S O M } X @   - k ) N v',\n"," 'n : a d s > X h x H \" Q ; c Q W F # k } J c + t 4 ~ A 6 \" \\' X : \\\\ : [ Z = s q m & e 5 G < z ] T S',\n"," 'E D A n j U 0 C & ~ 5 v * ) K f T - 0 3 i 1 { 3 z B 7 , i ) Q 1 h M 4 @ : s z ) b t 4 ) ~ f 1 r',\n"," 'b i P ) p p A < K H Y S , % . < $ e + P V = m 3 $ n / z d m K 6 P = ` 6 d c d . C C 9 I $ o , G',\n"," '5 * N V b $ Q x S v 9 8 f Q w < M x @ @ b ~ G 2 E / x < * x h x H S p R K , h ~ ( 5 > $ ` 2 x',\n"," 'j T A - p K / 2 i Z o q 2 S : 0 u K C i + k 3 7 - D ] : E , Y < e d 2 ? / 1 i D Q B \\\\ z D , , 3 a',\n"," 'M ~ u _ n a u H 0 U J <   @ ~ : W r J K p v   / 8 K X Y & q D r $ k _ i e - ; \\\\ c e V 2 % & B V B',\n"," 'N m \" Y N u W t a P * V u X M   7 c v n _ 6 h [ ( g # i C = S - J o ; Q i U G s x | _ i `   y A',\n"," '4 R . T [ 0 z / u 6 8 m d } 6 k 5 = / W ; ) 7 ] f 2 q x O T X J : l w V z o q ) ? [ ~ r E % : K 4',\n"," \"S 3 & \\\\ = ( s t u } $ t G r B 2 2 F B [ T ) a Z p R I . l y X E T z P s _ = ` a a P ' U o ( N U\",\n"," \"t w D y c v B G * Y ! . L 8 W m d ; . u R t / ? m ~ Q y ' : / < 6 M 9 X x | L 7 [ < Z { 9 ~ ' s\",\n"," \"r V i H [ % . # + m Y r 7 ' ~ 0 + L $ x Y b D 4 > _ p r + j F L A C # 6 F / 6 w < l X 3 n + W L =\",\n"," 'G H K X x # + * Y ~ S 3 v x u J { u h u e $ , J . # m O m D w . } v i B m < # X 2 ` 3 H [ \\\\ ! 2',\n"," \"^ _ O c w V r x f , Q f | ? T f Z L % E K P i W Z % g x 2 c Z z % ' v z - 2 q ) j f % ( c H & I ,\",\n"," 'a A z J X B ! F a [ Z 4 Y d m h R l ^ . q x d ; * ) m ) = } v y / p 9 h @ K m 6 } + n 5 { $ o b s',\n"," '> * r t & + r K * Z o f [ L & # 9 g f W m > v j 3 4 K I # b E _ ` J ] } G 2 c L i y 0 - W t f',\n"," '( S L @ o & ) x Y ! X a 9 q & 6 # V : k B O B x 9 ^ % k C j S 9 G - ? F 4 > u _ ) - t ; n U % v G',\n"," 'z U [ : a 6 R + 4 5 8 ~ : 1 k 6 g b & ? < - ~ u ` 6 e f V S 0 ? [ z o c D 0 + I m 1 - ? | n b 1 \\\\',\n"," \": ' 5 [ ) ! p t t 7 z 9 K a c e | ` C + ~ % V ' E X j i v a j B h ^ O { e u ] o P E e r : & / f e\",\n"," 'u + k \" q q g U d < 7 6 g ! : & ( I + r w k c < 7 v V k W Y P z b ( : 1 , ^ 7 m \\' $ U j y f L z M',\n"," 'P ) A : O d L 5 # 3 | z E U ; X Y X J $ W Z # p q 8 4 8 d l 9 Q m U ; W i . 5 } : 4 \\\\ N ] 1 3 G',\n"," 'a / G _ @ $ 2 _ k + ! B s V J m 1 O f u 4 = ) D ; ` w Z t + J 4 } P s o ) F k @ 2 v ? x T L X G I',\n"," \"S | M B | < > u Z 5 J 4 | A 8 M g r { @ } Z m g 5 s & d 2 Z b Y ) F O z A # \\\\ C ' Y a v c + k G t\",\n"," \"! } : - i ' U ; y o t j x   z t ^ : + B b M - ! 3 H q v r v Y H = ^ A V O y ~ E = % @ W ) Q F T o\",\n"," '! P [ m - a Q k C k e ] ] m 9 H 2 l g v > g n n @ K + \\\\ | ; ] ; * * ] x L \\\\ m C : Q m N f e Z (',\n"," 'f A 1 ) Q } p ; 4 N [ # e A C q d i : q c $ 6 1 e q : u i ! < p 8 F ] j x r P - ^ @ r R g j v ! q']"]},"metadata":{},"execution_count":91}]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1655789474944,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"FjdXFZeEBMBE","outputId":"f4aefe53-88da-4b1c-b837-5a2d92b9f2d7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([82,  3, 87, 39, 55, 55, 71, 30, 70, 77, 59, 12, 63, 19,  6, 57, 90,\n","       68,  7, 53, 66, 33, 77, 69,  1, 16, 11, 82,  1, 81, 42, 12,  9, 94,\n","       26, 73, 26, 69, 80, 28, 15, 80, 85, 36, 91, 32, 72,  6, 34],\n","      dtype=int64)"]},"metadata":{},"execution_count":92}],"source":["sampled_indices"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1655789474992,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"XnG1mnYvB0qr","outputId":"4ef600d5-53d0-4739-d7d6-c1016e598f56"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([10,  7, 11, 28,  1,  8, 11, 15,  2,  9, 11,  0,  0,  0,  0,  0,  0,\n","        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n","        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0])"]},"metadata":{},"execution_count":93}],"source":["input_example_batch[0].numpy()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":217,"status":"ok","timestamp":1655789475210,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"7codmZvjBN7w","outputId":"2c0fb4b6-21ff-46e4-9e61-180f609316b4"},"outputs":[{"output_type":"stream","name":"stdout","text":["Input: ['losgansters']\n","next char prediction : ['%1[OGG/jQ?!9*72_`XoKw?#a4s%a\\'L9r}b,b#(gt(<E\"v$2z']\n"]}],"source":["print(f\"Input: {[''.join(i.split()) for i in tokenizer.sequences_to_texts([input_example_batch[0].numpy()]) ]}\")\n","print(f\"next char prediction : {[''.join(i.split()) for i in tokenizer.sequences_to_texts([sampled_indices]) ]}\")"]},{"cell_type":"markdown","metadata":{"id":"aBALEftdC0bn"},"source":["# Train Model"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LbTRPLyqBTjk"},"outputs":[],"source":["loss = tf.losses.SparseCategoricalCrossentropy(from_logits=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1655789475371,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"da_L1HVxC9Lj","outputId":"3fc3e335-a291-4e9c-d0bb-78c350c94552"},"outputs":[{"output_type":"stream","name":"stdout","text":["Prediction shape:  (32, 49, 96)  # (batch_size, sequence_length, vocab_size)\n","Mean loss:         tf.Tensor(4.567118, shape=(), dtype=float32)\n"]}],"source":["example_batch_mean_loss = loss(target_example_batch, example_batch_predictions)\n","print(\"Prediction shape: \", example_batch_predictions.shape, \" # (batch_size, sequence_length, vocab_size)\")\n","print(\"Mean loss:        \", example_batch_mean_loss)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":27,"status":"ok","timestamp":1655789479062,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"},"user_tz":420},"id":"gFbMFwEmDA9D","outputId":"95da0516-af33-4479-8d30-6bce140fb630"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["96.26628"]},"metadata":{},"execution_count":97}],"source":["tf.exp(example_batch_mean_loss).numpy()"]},{"cell_type":"code","source":["input_example_batch.numpy()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_KS8fgGLRLcn","executionInfo":{"status":"ok","timestamp":1655789479483,"user_tz":420,"elapsed":29,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"b6690d0b-9cf5-4138-83d5-9c491becf923"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[10,  7, 11, ...,  0,  0,  0],\n","       [26,  2, 26, ...,  0,  0,  0],\n","       [11, 15,  1, ...,  0,  0,  0],\n","       ...,\n","       [ 2, 10, 20, ...,  0,  0,  0],\n","       [ 1, 20,  5, ...,  0,  0,  0],\n","       [10,  1, 23, ...,  0,  0,  0]])"]},"metadata":{},"execution_count":98}]},{"cell_type":"code","source":["tokenizer.sequences_to_texts(input_example_batch.numpy())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CMMPSVNyRFSZ","executionInfo":{"status":"ok","timestamp":1655789479973,"user_tz":420,"elapsed":74,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"e3ec4285-4680-4254-d771-789d13941561"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['l o s g a n s t e r s',\n"," 'b e b o p',\n"," 's t a c y 3',\n"," 'r e w e k i',\n"," 'g o o d d s',\n"," '5 6 5 7 8 8',\n"," 'l a r e i n a d e p e r s i',\n"," '1 1 1 3 5 4 a b',\n"," 'n h 1 1 2',\n"," 'b y z r t y',\n"," 'm i l l o n a',\n"," 't e r r e 2',\n"," 'r o b b y r o b',\n"," '5 0 0 f r e e s t y l',\n"," '2 3 4 0 5 5',\n"," 'p o l i t h e',\n"," 'd a r a n e e j a',\n"," 'p l a t o o n s e r g e a n',\n"," 'l a f l o u f',\n"," 'c l i i t',\n"," 'p r o v e n c e 1',\n"," 'k g x c',\n"," 'a l e x 6 4 1',\n"," '7 8 1 k 0 8 m 7 4 5 6',\n"," 'T M O E 1 6',\n"," '3 0 5 9 8 4 1 1 5 9',\n"," 'z a t i',\n"," 'A m o s 0',\n"," '0 8 1 9 3 9 6 1 6',\n"," 'e l m o 8 0',\n"," 'a m i n g h o',\n"," 'l a u r i t a 0 6 0']"]},"metadata":{},"execution_count":99}]},{"cell_type":"code","source":["[p.split() for p in tokenizer.sequences_to_texts(input_example_batch.numpy())]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Qw_wqSU7z0io","executionInfo":{"status":"ok","timestamp":1655789480761,"user_tz":420,"elapsed":95,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"2efa4819-cb82-4f12-8ae0-067ce71cb5c5"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[['l', 'o', 's', 'g', 'a', 'n', 's', 't', 'e', 'r', 's'],\n"," ['b', 'e', 'b', 'o', 'p'],\n"," ['s', 't', 'a', 'c', 'y', '3'],\n"," ['r', 'e', 'w', 'e', 'k', 'i'],\n"," ['g', 'o', 'o', 'd', 'd', 's'],\n"," ['5', '6', '5', '7', '8', '8'],\n"," ['l', 'a', 'r', 'e', 'i', 'n', 'a', 'd', 'e', 'p', 'e', 'r', 's', 'i'],\n"," ['1', '1', '1', '3', '5', '4', 'a', 'b'],\n"," ['n', 'h', '1', '1', '2'],\n"," ['b', 'y', 'z', 'r', 't', 'y'],\n"," ['m', 'i', 'l', 'l', 'o', 'n', 'a'],\n"," ['t', 'e', 'r', 'r', 'e', '2'],\n"," ['r', 'o', 'b', 'b', 'y', 'r', 'o', 'b'],\n"," ['5', '0', '0', 'f', 'r', 'e', 'e', 's', 't', 'y', 'l'],\n"," ['2', '3', '4', '0', '5', '5'],\n"," ['p', 'o', 'l', 'i', 't', 'h', 'e'],\n"," ['d', 'a', 'r', 'a', 'n', 'e', 'e', 'j', 'a'],\n"," ['p', 'l', 'a', 't', 'o', 'o', 'n', 's', 'e', 'r', 'g', 'e', 'a', 'n'],\n"," ['l', 'a', 'f', 'l', 'o', 'u', 'f'],\n"," ['c', 'l', 'i', 'i', 't'],\n"," ['p', 'r', 'o', 'v', 'e', 'n', 'c', 'e', '1'],\n"," ['k', 'g', 'x', 'c'],\n"," ['a', 'l', 'e', 'x', '6', '4', '1'],\n"," ['7', '8', '1', 'k', '0', '8', 'm', '7', '4', '5', '6'],\n"," ['T', 'M', 'O', 'E', '1', '6'],\n"," ['3', '0', '5', '9', '8', '4', '1', '1', '5', '9'],\n"," ['z', 'a', 't', 'i'],\n"," ['A', 'm', 'o', 's', '0'],\n"," ['0', '8', '1', '9', '3', '9', '6', '1', '6'],\n"," ['e', 'l', 'm', 'o', '8', '0'],\n"," ['a', 'm', 'i', 'n', 'g', 'h', 'o'],\n"," ['l', 'a', 'u', 'r', 'i', 't', 'a', '0', '6', '0']]"]},"metadata":{},"execution_count":100}]},{"cell_type":"code","source":["ref = ['a','b','c']\n","hyp = ['a','b','d']\n","corpus_bleu(ref, hyp, weights=[0.25])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rlhRbn57RCQy","executionInfo":{"status":"ok","timestamp":1655789483278,"user_tz":420,"elapsed":23,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"5c538752-2ddc-4821-c4c0-b5c7a0107fe9"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9036020036098448"]},"metadata":{},"execution_count":101}]},{"cell_type":"code","source":["# if all are equal\n","ref = [['a', 'b', 'c'], ['d','e'], ['f'], [' ']]\n","hyp = [['a', 'b', 'c'], ['d','e'], ['f'], [' ']]\n","corpus_bleu(ref, hyp, weights=[0.25])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ApDqhRLiR7vw","executionInfo":{"status":"ok","timestamp":1655789483694,"user_tz":420,"elapsed":13,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"b04b565a-8156-4ad9-9528-a6d226a35a32"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1.0"]},"metadata":{},"execution_count":102}]},{"cell_type":"code","source":["# if some are equal\n","ref = [['a', 'b', 'c'], ['d','e'], ['f'], [' ']]\n","hyp = [['a', 'b', 'f'], ['d','e'], ['f'], [' ']]\n","corpus_bleu(ref, hyp, weights=[0.25])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Bf7TBno3SYo0","executionInfo":{"status":"ok","timestamp":1655789483752,"user_tz":420,"elapsed":10,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"0c744f91-d401-497c-cc73-c1a3d9b591b6"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9621954581957615"]},"metadata":{},"execution_count":103}]},{"cell_type":"code","source":["# if non are equal\n","ref = [['a', 'b', 'c'], ['d','e'], ['f'], [' ']]\n","hyp = [['p', 'q', 'r'], ['s','t'], ['u'], ['w']]\n","corpus_bleu(ref, hyp, weights=[0.25])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8OExD7ctShg5","executionInfo":{"status":"ok","timestamp":1655789485402,"user_tz":420,"elapsed":35,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"55826c5b-b3a0-41dc-a7a0-ddaf80969a99"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0"]},"metadata":{},"execution_count":104}]},{"cell_type":"code","source":["def bleu_score(y_true, y_pred):\n","  true_seq = tokenizer.sequences_to_texts(y_true.numpy())\n","  reference = [p.split() if p.split() else [' '] for p in true_seq]\n","  preds = [tf.squeeze(tf.random.categorical(pred, num_samples=1), axis=-1).numpy() for pred in y_pred]\n","  hypothesis = [p.split() if p.split() else [' '] for p in tokenizer.sequences_to_texts(preds)]\n","  return corpus_bleu(reference, hypothesis, weights=[0.25])"],"metadata":{"id":"rrAPoMBNMSLt"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["bleu_score(input_example_batch, example_batch_predictions)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RqLk3Mf7N_I_","executionInfo":{"status":"ok","timestamp":1655789490837,"user_tz":420,"elapsed":132,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"1fc7d725-33ce-4f8b-e16b-0960c796003a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.48924102131677855"]},"metadata":{},"execution_count":106}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"96AjYUtXDE_z"},"outputs":[],"source":["# GPU\n","model.compile(optimizer='adam', loss=loss)"]},{"cell_type":"markdown","source":["# BLEU score on test dataset before training"],"metadata":{"id":"gpRdgc6ZWnsw"}},{"cell_type":"code","source":["# try model without training\n","def calculate_bleu_score(model, dataset):\n","  scores = []\n","  for input_test_batch, target_test_batch in dataset:\n","      test_batch_predictions = model(input_test_batch)\n","      scores.append(bleu_score(target_test_batch, test_batch_predictions))\n","  return np.average(scores)"],"metadata":{"id":"S8WN35nuWsr8"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["calculate_bleu_score(model, test_dataset)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0eE6-_VZX3sm","executionInfo":{"status":"ok","timestamp":1655767768611,"user_tz":420,"elapsed":1266113,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"7d6e98eb-90ea-409d-858f-7e4fe0e4b9d0"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.478942012748074"]},"metadata":{},"execution_count":80}]},{"cell_type":"markdown","metadata":{"id":"ONpAEo_pDJCI"},"source":["# Configure Checkpoints"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OeFYT7f0DHLB"},"outputs":[],"source":["# Directory where the checkpoints will be saved\n","checkpoint_dir = './training_checkpoints_gru'\n","# Name of the checkpoint files\n","checkpoint_prefix = os.path.join(checkpoint_dir, \"ckpt_{epoch}\")\n","\n","earlystopping_cb = tf.keras.callbacks.EarlyStopping(\n","    monitor = 'val_loss',\n","    mode = 'min',\n","    verbose = 1,\n","    patience = 3,\n","    restore_best_weights = True\n",")\n","\n","checkpoint_callback = tf.keras.callbacks.ModelCheckpoint(\n","    filepath=checkpoint_prefix,\n","    monitor = 'val_loss',\n","    mode = 'min',\n","    save_best_only=True,\n","    verbose = 1)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"G7bzPMbMDO6i","outputId":"41eeabeb-dcdc-48f7-d639-63b9bbf4d88f","executionInfo":{"status":"ok","timestamp":1655812458402,"user_tz":420,"elapsed":22954253,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/4\n","514929/514929 [==============================] - 5522s 11ms/step - loss: 0.4151 - val_loss: 0.4114\n","\n","Epoch 00001: val_loss improved from inf to 0.41141, saving model to ./training_checkpoints_gru\\ckpt_1\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_and_return_conditional_losses while saving (showing 5 of 5). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_1\\assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_1\\assets\n"]},{"output_type":"stream","name":"stdout","text":["Epoch 2/4\n","514929/514929 [==============================] - 5730s 11ms/step - loss: 0.4106 - val_loss: 0.4101\n","\n","Epoch 00002: val_loss improved from 0.41141 to 0.41006, saving model to ./training_checkpoints_gru\\ckpt_2\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_and_return_conditional_losses while saving (showing 5 of 5). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_2\\assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_2\\assets\n"]},{"output_type":"stream","name":"stdout","text":["Epoch 3/4\n","514929/514929 [==============================] - 5784s 11ms/step - loss: 0.4097 - val_loss: 0.4093\n","\n","Epoch 00003: val_loss improved from 0.41006 to 0.40927, saving model to ./training_checkpoints_gru\\ckpt_3\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_and_return_conditional_losses while saving (showing 5 of 5). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_3\\assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_3\\assets\n"]},{"output_type":"stream","name":"stdout","text":["Epoch 4/4\n","514929/514929 [==============================] - 5723s 11ms/step - loss: 0.4107 - val_loss: 0.4092\n","\n","Epoch 00004: val_loss improved from 0.40927 to 0.40915, saving model to ./training_checkpoints_gru\\ckpt_4\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_and_return_conditional_losses while saving (showing 5 of 5). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_4\\assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: ./training_checkpoints_gru\\ckpt_4\\assets\n"]}],"source":["EPOCHS = 4\n","\n","history = model.fit(train_dataset, \n","                    validation_data=val_dataset, \n","                    epochs=EPOCHS, \n","                    callbacks=[checkpoint_callback, earlystopping_cb])"]},{"cell_type":"code","source":["model.save('pass_saved_model/password')"],"metadata":{"id":"fDvYsm263fJg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1655812473804,"user_tz":420,"elapsed":12089,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"a223e919-82d9-41ab-b07c-895d71d5a440"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_fn, gru_cell_1_layer_call_and_return_conditional_losses, gru_cell_1_layer_call_and_return_conditional_losses while saving (showing 5 of 5). These functions will not be directly callable after loading.\n"]},{"output_type":"stream","name":"stdout","text":["INFO:tensorflow:Assets written to: pass_saved_model/password\\assets\n"]},{"output_type":"stream","name":"stderr","text":["INFO:tensorflow:Assets written to: pass_saved_model/password\\assets\n"]}]},{"cell_type":"code","source":["calculate_bleu_score(model, test_dataset)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HaMfUdB0xHoX","executionInfo":{"status":"ok","timestamp":1655824554533,"user_tz":420,"elapsed":1102275,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"dd7569d7-c85b-4165-8752-f882d77c4306"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.7467063434858601"]},"metadata":{},"execution_count":111}]},{"cell_type":"code","source":["model.save_weights(\"pass_tf_weights\")"],"metadata":{"id":"XDJa_ucSz-iM"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Inference"],"metadata":{"id":"LATLVobwGxLm"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"V0Qx47m_DrER"},"outputs":[],"source":["class OneStep(tf.keras.Model):\n","  def __init__(self, model, tokenizer, temperature=1.0):\n","    super().__init__()\n","    self.temperature = temperature\n","    self.model = model\n","    self.tokenizer = tokenizer\n","\n","  #@tf.function\n","  def generate_one_step(self, input_chars, states=None):\n","    #import pdb; pdb.set_trace()\n","    # Convert strings to token IDs.\n","    # input_chars = tf.strings.unicode_split(inputs, 'UTF-8')\n","    input_ids = self.tokenizer.texts_to_sequences(input_chars)\n","    input_ids = tf.keras.preprocessing.sequence.pad_sequences(input_ids, padding='post')\n","\n","    # Run the model.\n","    # predicted_logits.shape is [batch, char, next_char_logits]\n","    predicted_logits, states = self.model(inputs=input_ids, states=states,\n","                                          return_state=True)\n","    # Only use the last prediction.\n","    predicted_logits = predicted_logits[:, -1, :]\n","    predicted_logits = predicted_logits/self.temperature\n","\n","    # Sample the output logits to generate token IDs.\n","    predicted_ids = tf.random.categorical(predicted_logits, num_samples=1)\n","    predicted_ids = tf.squeeze(predicted_ids, axis=-1)\n","\n","    # Convert from token ids to characters\n","    predicted_chars = self.tokenizer.sequences_to_texts([predicted_ids.numpy()])\n","\n","    # Return the characters and model state.\n","    return predicted_chars, states"]},{"cell_type":"code","source":["one_step_model = OneStep(model, tokenizer)"],"metadata":{"id":"LKowDQATBC7K"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["start = time.time()\n","states = None\n","next_char = ['w']\n","result = [next_char]\n","\n","for n in range(2):\n","  next_char, states = one_step_model.generate_one_step(next_char, states=states)\n","  result.append(next_char)\n","\n","result = tf.strings.join(result)\n","end = time.time()\n","print(result[0].numpy().decode('utf-8'), '\\n\\n' + '_'*80)\n","print('\\nRun time:', end - start)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8HFmNMULBFiT","executionInfo":{"status":"ok","timestamp":1655829490031,"user_tz":420,"elapsed":93,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"5b794d07-974e-40be-9754-85560a938732"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["wil \n","\n","________________________________________________________________________________\n","\n","Run time: 0.04679465293884277\n"]}]},{"cell_type":"code","source":["def pwds_from_chars(start_char, len):\n","  states = None\n","  next_char = [start_char]\n","  result = [next_char]\n","\n","  for n in range(len-1):\n","    next_char, states = one_step_model.generate_one_step(next_char, states=states)\n","    result.append(next_char)\n","\n","  result = tf.strings.join(result)\n","  return result[0].numpy().decode('utf-8')"],"metadata":{"id":"bjhAj-YzcxvJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["all_pos = []\n","while True:\n","  pred = pwds_from_chars('w', 3)\n","  if pred not in all_pos:\n","    all_pos.append(pred)\n","  else:\n","    break\n","\n","print(all_pos)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PUZqumbSdIKx","executionInfo":{"status":"ok","timestamp":1655829501997,"user_tz":420,"elapsed":449,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"63d487cf-75af-4595-88f5-0060253498e0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['whn', 'was', 'wss', 'wil', 'wac', 'wob', 'who', 'wer', 'we6', 'wha', 'wes']\n"]}]},{"cell_type":"code","source":["given_pass = 'Password1'\n","attempts = 1\n","\n","while True:\n","  pred = pwds_from_chars(given_pass[0], len(given_pass))\n","  print(f\"{attempts} - {pred}\")\n","  if pred == given_pass:\n","    break\n","  attempts += 1\n","\n","print(f\"Model took {attempts} attempts to find password - {given_pass}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"y_Z66oP2d-zL","executionInfo":{"status":"ok","timestamp":1655829571966,"user_tz":420,"elapsed":66190,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"71799677-79eb-4e1a-b19c-3ac5837cd0ec"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["1 - PANDOWCOM\n","2 - Politim12\n","3 - P1Z5Z36Q1\n","4 - Phils#312\n","5 - Peneme160\n","6 - PaLiVasda\n","7 - Panisabas\n","8 - Pedrostin\n","9 - PRESO514#\n","10 - PersiaM80\n","11 - PALOPER55\n","12 - PAGAUNECI\n","13 - Pom#2lu80\n","14 - Papa62873\n","15 - PONDBOOZZ\n","16 - PecKhouse\n","17 - Peec65alm\n","18 - POODSONEK\n","19 - PORNILLOS\n","20 - Pinoyano7\n","21 - Pamk30000\n","22 - Padololin\n","23 - PpA!2002C\n","24 - Pgc716558\n","25 - Pordot001\n","26 - PPLTPWH12\n","27 - Pirudabon\n","28 - PSRSS0826\n","29 - Planet!!!\n","30 - PRESUNCEC\n","31 - PINNIEZOV\n","32 - P08148576\n","33 - P4oygHdr2\n","34 - PROWAR123\n","35 - PATITO101\n","36 - PIGGLESTE\n","37 - PUPPYJUN8\n","38 - Password0\n","39 - PACHISSEN\n","40 - P0Dd,m1xX\n","41 - PARIS1006\n","42 - Pimpgirl4\n","43 - PELILLOW9\n","44 - PAPALITA1\n","45 - POTTY1135\n","46 - PUNDY2004\n","47 - Peace20<1\n","48 - PAWL04196\n","49 - PALIDAZER\n","50 - Paal0pPee\n","51 - Picalomez\n","52 - PTR335280\n","53 - Pietc2Rad\n","54 - Puppycut1\n","55 - PANCHi129\n","56 - Papa99999\n","57 - PENN555LE\n","58 - Poohbae14\n","59 - PICHI9404\n","60 - PR6WLOWLI\n","61 - PALTAWNX4\n","62 - Pnoonet2@\n","63 - Plavistu1\n","64 - PSIMOS157\n","65 - PARADIsel\n","66 - PiCogWapi\n","67 - Phombobob\n","68 - Peter_Guy\n","69 - Porchos12\n","70 - PAWTAZUTA\n","71 - Park69603\n","72 - PASSWORTU\n","73 - PLAYSTIL1\n","74 - PARKSS699\n","75 - PACORRISO\n","76 - PrincesSL\n","77 - PM@040191\n","78 - Paedowr2i\n","79 - PANZE7887\n","80 - Pugbirche\n","81 - Purregato\n","82 - Piuperc58\n","83 - PPENNYCHI\n","84 - POLEY3553\n","85 - P9SFahzUx\n","86 - PAULBITCH\n","87 - PINKPUNKS\n","88 - PEFFURRY9\n","89 - PAPZERDAG\n","90 - PBM0312En\n","91 - Peno12345\n","92 - Puggy_Jun\n","93 - PHATETALI\n","94 - Papula186\n","95 - Paulo0359\n","96 - Penn06039\n","97 - PUJBLEOCO\n","98 - Passwordb\n","99 - PAULING19\n","100 - PC9422776\n","101 - P151madch\n","102 - PWJ943325\n","103 - POLYMOXEN\n","104 - PURRUD121\n","105 - Pilitalan\n","106 - PASJOR290\n","107 - Peachlan2\n","108 - PW5CV8226\n","109 - PITTERDAD\n","110 - PC3804031\n","111 - Paulacame\n","112 - PAO2A28E1\n","113 - Pleng0601\n","114 - P494bZCzz\n","115 - PONYSTAR3\n","116 - Phyme0809\n","117 - PECK5HON1\n","118 - Pack274ka\n","119 - PS1230412\n","120 - PAMITASVF\n","121 - PENNY0311\n","122 - Prevarenc\n","123 - Pepey1234\n","124 - P112FST12\n","125 - Pink_9688\n","126 - Panlari69\n","127 - Pchfds1KF\n","128 - PWSONCER1\n","129 - Prys4Life\n","130 - PHREE1234\n","131 - PONS6dI0E\n","132 - Pulga2407\n","133 - PIANBALL7\n","134 - Plesicola\n","135 - PJZ161288\n","136 - PEANUTDOZ\n","137 - Payntike1\n","138 - PRicks122\n","139 - Paulma100\n","140 - PECKER270\n","141 - Petong012\n","142 - PIZZUREKA\n","143 - PAPA07731\n","144 - POOHBODER\n","145 - PASSWOWOO\n","146 - PANTHERSS\n","147 - PINTHE297\n","148 - PRETTYPIC\n","149 - Perutr180\n","150 - Peka19811\n","151 - PrimerO45\n","152 - PAPITORRE\n","153 - P1234Subd\n","154 - PNPOQ1221\n","155 - PANCRASSA\n","156 - Pokemon11\n","157 - Pticks309\n","158 - PINKFREAK\n","159 - PRAYSEX77\n","160 - PETEGEE.L\n","161 - POOLARCHE\n","162 - PUREPCY26\n","163 - PUKENCREA\n","164 - Pixi07Sim\n","165 - PHUDISDET\n","166 - PUTESS282\n","167 - PWilla231\n","168 - Princessa\n","169 - PW1280067\n","170 - PEVIL2***\n","171 - PuSsei200\n","172 - PMCCUCA2C\n","173 - PLAYFOB53\n","174 - Pennos693\n","175 - Pinkrox16\n","176 - PACUMA826\n","177 - PILIRON12\n","178 - Praytsarn\n","179 - Pinghotto\n","180 - PAUMAX199\n","181 - PAPARRA12\n","182 - Pogicio22\n","183 - PRISCOCO1\n","184 - PUAIS2011\n","185 - Princezz6\n","186 - PATUS1996\n","187 - PAFFYJOHN\n","188 - PABLITOP0\n","189 - PLOYBOBO1\n","190 - Piplar106\n","191 - PB2w2f3e9\n","192 - PEANDAUGH\n","193 - PIPU20022\n","194 - PICEBOIE1\n","195 - POTTY0113\n","196 - Pelove486\n","197 - PeTilBAM1\n","198 - PUENGNAMS\n","199 - PERNDAMOR\n","200 - PABSOWSHO\n","201 - PUMOKACOR\n","202 - Passw0rd2\n","203 - PRINCESSP\n","204 - PENMILLER\n","205 - PLAINWINB\n","206 - PENDERIVE\n","207 - PPSDIOSET\n","208 - Pickly*12\n","209 - Pix18590!\n","210 - PD0200308\n","211 - PEPPENS40\n","212 - P73335261\n","213 - PAYTENNEX\n","214 - Pagematt8\n","215 - Paul60436\n","216 - Pita:)_22\n","217 - Pyuriciwa\n","218 - Pak4rocke\n","219 - PLIAS8188\n","220 - PLYMALIBS\n","221 - Panusal10\n","222 - PINK4LIFE\n","223 - Parari780\n","224 - PHEMATARY\n","225 - Paridits6\n","226 - Punk85Jor\n","227 - PTAKA0779\n","228 - PORTALUNI\n","229 - PutyNeoPh\n","230 - Patantexi\n","231 - PwIqiBTc7\n","232 - People200\n","233 - POSSY1234\n","234 - Pinky4347\n","235 - PEACHWAY4\n","236 - POOHSA03F\n","237 - Plens4Uer\n","238 - PABLOWAK2\n","239 - PentecaAl\n","240 - PHILLYALM\n","241 - Papateama\n","242 - PLUME8088\n","243 - Passwordq\n","244 - PzCDFd123\n","245 - PETERCUSE\n","246 - PARTIGIYI\n","247 - PriisaaGa\n","248 - Pawagar04\n","249 - PMR221019\n","250 - PEFFEBOBB\n","251 - POLION109\n","252 - PINKYGOOD\n","253 - PYMC12345\n","254 - Patpernri\n","255 - P767Xx4Z4\n","256 - Pink_008*\n","257 - Philipunt\n","258 - PEGGER198\n","259 - Pinarata2\n","260 - PLAYER6JO\n","261 - Pearsiet6\n","262 - PEE_64975\n","263 - PASSEKAS8\n","264 - PRODAVOUN\n","265 - PHEEVDUDE\n","266 - Puden1308\n","267 - Peg111220\n","268 - PALA10603\n","269 - PVSINMAMA\n","270 - PW1LKYPG4\n","271 - PHEALDEAN\n","272 - Pandalond\n","273 - POUTYUAN8\n","274 - PLABARNNI\n","275 - Pampao123\n","276 - Pierate28\n","277 - Paw080519\n","278 - Prlmc7727\n","279 - POOLIUM94\n","280 - Pomer6662\n","281 - PIX30CHDE\n","282 - PelusayCa\n","283 - Pise8keek\n","284 - Pegai4lyf\n","285 - Paddyking\n","286 - Paf.10415\n","287 - PRUSTEDMA\n","288 - PITE92764\n","289 - PENSHIN12\n","290 - Ploy88859\n","291 - PePE10069\n","292 - PEPJYULOU\n","293 - PAYJAYOTS\n","294 - PANDA7kim\n","295 - PICTURESP\n","296 - PAss01078\n","297 - Pompo2005\n","298 - PANASO199\n","299 - Pvtoelgap\n","300 - Porc01689\n","301 - PAJEKAL19\n","302 - PB1987042\n","303 - POPPER821\n","304 - Pepper950\n","305 - P15446606\n","306 - PW8CWFGI5\n","307 - PeeWee571\n","308 - PTJR08877\n","309 - PACHOR785\n","310 - PUCKOCVLE\n","311 - PRETTY071\n","312 - PMOLE1305\n","313 - PGH!1NUON\n","314 - PHENRITYJ\n","315 - PORTEGO98\n","316 - Phaoyrian\n","317 - Primnash2\n","318 - Popsie130\n","319 - PtrYbksf8\n","320 - Pi2235052\n","321 - Pogi84200\n","322 - Psjamorbu\n","323 - PUNGUINO2\n","324 - Pom4Eval1\n","325 - PAUPALMAR\n","326 - PLAYER455\n","327 - PARISSEAN\n","328 - POOLOSear\n","329 - P26371039\n","330 - PEWERS208\n","331 - Pimploveb\n","332 - PIXIE2715\n","333 - PITSURO09\n","334 - Pezz38802\n","335 - Pseonti34\n","336 - PHAT/KING\n","337 - PD2003FOO\n","338 - Ppnfatty0\n","339 - PANDAANDR\n","340 - Prosciox1\n","341 - Pora erin\n","342 - PASSWOrd3\n","343 - PEI199119\n","344 - PgdqUfren\n","345 - POB366655\n","346 - POPANTODE\n","347 - POLABO12!\n","348 - PHILY7017\n","349 - PJ240000g\n","350 - Park34net\n","351 - PHat10870\n","352 - POPS92101\n","353 - PFG029891\n","354 - PonAisthe\n","355 - PC555SV26\n","356 - PUPSY!!!!\n","357 - Pineapplo\n","358 - PARCHUNG8\n","359 - PERSIZMOC\n","360 - PEDRO9771\n","361 - PANDACARL\n","362 - PHESTINGG\n","363 - PENNY2940\n","364 - PeliNgpnt\n","365 - Penn20200\n","366 - Punita0Qo\n","367 - PO1114350\n","368 - PREESED68\n","369 - Pkracky19\n","370 - Presp00em\n","371 - Pam_92287\n","372 - PAULOTASI\n","373 - Pennytedd\n","374 - PCBO@SHAN\n","375 - Pitexythe\n","376 - Paul87348\n","377 - PAPITOYAI\n","378 - PONCANO19\n","379 - Playboybi\n","380 - PINKISABE\n","381 - PeNgRuvre\n","382 - PUCADO446\n","383 - PORNTRUTE\n","384 - Pooching0\n","385 - PUffins_1\n","386 - POYLESSU/\n","387 - PW4HOUSE9\n","388 - PRESAJAGU\n","389 - Palma123h\n","390 - PinKe1103\n","391 - Perusaito\n","392 - Putra3925\n","393 - PeNtRoNes\n","394 - PtYOu6189\n","395 - ProLeban7\n","396 - PMC234775\n","397 - Polspekal\n","398 - Putount00\n","399 - POTER0097\n","400 - PEPEX7763\n","401 - PER0L2ZMO\n","402 - Pattzjoh0\n","403 - Pieguiami\n","404 - PoParatal\n","405 - PGACANDOZ\n","406 - POPERSPEN\n","407 - PINKDElp1\n","408 - PRESALOVE\n","409 - POIZZOLSS\n","410 - Pnurfriel\n","411 - POOUINSO1\n","412 - PUNOKKFER\n","413 - PYSLERJOS\n","414 - PIGUA1103\n","415 - Pulphebad\n","416 - PetitogfH\n","417 - Priver12z\n","418 - P50146575\n","419 - POWELLEYE\n","420 - Paige8689\n","421 - P2G9RP2EA\n","422 - Pydfiepl0\n","423 - PENN9SNUT\n","424 - POLATINGA\n","425 - PADAS3037\n","426 - P00tS1131\n","427 - PLAY-BIGH\n","428 - Peiges420\n","429 - Princess_\n","430 - PRESSAT93\n","431 - PEsSimnik\n","432 - PUKKETRUM\n","433 - Panfis903\n","434 - PLEANO575\n","435 - Patinis31\n","436 - Password6\n","437 - P13360190\n","438 - PILIAS685\n","439 - PetrieBar\n","440 - PpINK8ViV\n","441 - PRZgLGWvD\n","442 - PAuLtReat\n","443 - Prummeg19\n","444 - ProuT4rIV\n","445 - PEELLACAT\n","446 - Patton760\n","447 - Patpy8250\n","448 - Princess!\n","449 - P1238557Z\n","450 - PUNKITBOB\n","451 - PEEDS0984\n","452 - PIDGE8759\n","453 - P15684520\n","454 - PEN334144\n","455 - PeenPaul7\n","456 - PAKARONES\n","457 - Palewito2\n","458 - Paat18200\n","459 - PlsInG999\n","460 - Pagina199\n","461 - PLOPPAZ01\n","462 - POCHELLE2\n","463 - PARKISUNS\n","464 - Polton568\n","465 - PETE_0016\n","466 - PAELOZG10\n","467 - Perra2Ks1\n","468 - PELica965\n","469 - PACOKUM$$\n","470 - PUPUSSIAM\n","471 - PEIREEBIT\n","472 - Palatoute\n","473 - Pelara242\n","474 - Palaoutla\n","475 - PATRATA85\n","476 - PonYaSa@r\n","477 - PULKIALES\n","478 - PLayboy3c\n","479 - PescakinO\n","480 - PONTES443\n","481 - PETITEUPO\n","482 - P51ZZ?7ZT\n","483 - PINKYARMY\n","484 - Propy5hyk\n","485 - P2p0REcir\n","486 - Petrer977\n","487 - PRImuk43s\n","488 - PAppyTwin\n","489 - Perr03080\n","490 - PENNE3030\n","491 - PASTEAMO!\n","492 - PanntaCs8\n","493 - PLOP20080\n","494 - Patampaal\n","495 - Paynet143\n","496 - PACATHISA\n","497 - PkcanesT5\n","498 - PRA4TERA2\n","499 - Pacheluna\n","500 - Pohabobo0\n","501 - Pacekir10\n","502 - PhlaFUcke\n","503 - PANTERA19\n","504 - PABLOE886\n","505 - P3tRockY!\n","506 - PiSti1y91\n","507 - PINLA1813\n","508 - Pantekaml\n","509 - PTP282305\n","510 - PredatiNg\n","511 - Preston08\n","512 - PIANO1105\n","513 - PAULLTER2\n","514 - PRASANSOn\n","515 - PEPS890-5\n","516 - Pleaae328\n","517 - PipoU6901\n","518 - POWN50691\n","519 - PRINCESS1\n","520 - Patoatko3\n","521 - PiTtBeptM\n","522 - PTC321238\n","523 - Pb&rtlv20\n","524 - PB2610060\n","525 - PATI96929\n","526 - P_Zley@12\n","527 - POOPPE398\n","528 - Pean5546Z\n","529 - PACEKA541\n","530 - PETEYBAND\n","531 - PENN02cir\n","532 - PHILSAP@2\n","533 - PAPO10MYS\n","534 - PEED06323\n","535 - P40n9a3g3\n","536 - PUSSELLA1\n","537 - POX3C5PUP\n","538 - P528205CL\n","539 - PurgaWi27\n","540 - POOINK123\n","541 - PonyanDst\n","542 - Pohyful01\n","543 - PBOBOY069\n","544 - Poreriver\n","545 - Pubble666\n","546 - PandaNaro\n","547 - Psem01020\n","548 - POOCHIE71\n","549 - PRoctwate\n","550 - Prince123\n","551 - Pawally48\n","552 - PAMEBELLE\n","553 - PECCHIA07\n","554 - P251105ka\n","555 - Pierchori\n","556 - PB9402197\n","557 - Pocatika1\n","558 - POBITAXKE\n","559 - P3SEMHAST\n","560 - PLUTING23\n","561 - Passwo+dc\n","562 - Propogirl\n","563 - PuncheBel\n","564 - PATMOTHER\n","565 - Proword~1\n","566 - Peggie539\n","567 - PEXIZZ079\n","568 - Poepcz+Ja\n","569 - PENSHERT4\n","570 - PIE4-ME-L\n","571 - PEZABYULL\n","572 - PUNSDO150\n","573 - PICKLOKE1\n","574 - Pr102bkrI\n","575 - PAYTON291\n","576 - PALGO3133\n","577 - Patito449\n","578 - Phyaderob\n","579 - PiNkOcA19\n","580 - PKYLBRRPI\n","581 - PAULINE91\n","582 - PACHES052\n","583 - PEEPSUP83\n","584 - PIKALITO(\n","585 - PON_Xicru\n","586 - Pit196931\n","587 - PiMPl2s11\n","588 - Playboy54\n","589 - PTAMANUEL\n","590 - POLY24090\n","591 - PENRUS145\n","592 - PAINBROTH\n","593 - Pinks5507\n","594 - PT6FRNYAS\n","595 - PICudhoPE\n","596 - PAN4WLK90\n","597 - Pjcbbfqpr\n","598 - POWALLA13\n","599 - P@guripeb\n","600 - PATYCOCO1\n","601 - PARENCRES\n","602 - Passbong0\n","603 - Pizzacher\n","604 - PorTayame\n","605 - PoLoBelko\n","606 - Petrudy10\n","607 - PhrB!!230\n","608 - PGMTSNGVW\n","609 - PIZZAROSE\n","610 - PkURNEr12\n","611 - PADDY1979\n","612 - Pnis29820\n","613 - PIE87CX30\n","614 - Postown01\n","615 - POOHANNE1\n","616 - PhcSbcX63\n","617 - P3R123HsQ\n","618 - PP5ENC6R6\n","619 - P@TapParK\n","620 - PADAUNLIZ\n","621 - PEYCHIA13\n","622 - Puttenlyn\n","623 - PickLe341\n","624 - POLO11234\n","625 - Pooh.0003\n","626 - PIKARDICO\n","627 - PUMMKAMEN\n","628 - PRINCESAM\n","629 - Pe2159865\n","630 - PAULICO25\n","631 - POPCSL110\n","632 - P@wW@ke77\n","633 - Pebbleboy\n","634 - PIPPYPOOL\n","635 - PCGLUES34\n","636 - PLOYDERRI\n","637 - PgazwoQal\n","638 - PETY81398\n","639 - PURERT245\n","640 - PY1531snb\n","641 - PHWILLIAM\n","642 - PRiysing2\n","643 - PAOLA0210\n","644 - P23434962\n","645 - P0UM5VERC\n","646 - PANTADAKA\n","647 - PipMe8808\n","648 - PRETTY&OU\n","649 - PXBRUC1x3\n","650 - PRICECAED\n","651 - PORNITA12\n","652 - PANDITA12\n","653 - Pee805071\n","654 - Pipinttio\n","655 - PSALLz734\n","656 - PATGWENTZ\n","657 - Puffy5094\n","658 - Peewygoor\n","659 - Ppean1076\n","660 - PRUESDEWO\n","661 - PACLUPHAN\n","662 - Phatzakri\n","663 - PETOTEC12\n","664 - Pekito332\n","665 - PFarzahx1\n","666 - PYDANNY76\n","667 - Pawsaryn3\n","668 - PRATION*1\n","669 - Playboy90\n","670 - PraySerin\n","671 - PENNY3091\n","672 - PHulIAcEk\n","673 - Porn12345\n","674 - Pistaem19\n","675 - PAMILAIDA\n","676 - PADamap12\n","677 - PURPO8Xci\n","678 - PerukurMe\n","679 - PG11LtANR\n","680 - P0rtwild0\n","681 - P1ZZY0U3K\n","682 - PHAT09SEX\n","683 - PAROLGRAV\n","684 - PI97CMPNO\n","685 - Puape27ha\n","686 - PeggiRiuk\n","687 - PAPACARPH\n","688 - PENMAM339\n","689 - PNS1DIPS+\n","690 - PUNPES591\n","691 - POpPy90am\n","692 - P_Stakee_\n","693 - PABLUS123\n","694 - PUR072279\n","695 - PEDUSONAR\n","696 - PM00KDAL$\n","697 - Pilthe021\n","698 - PZNPokooP\n","699 - Phillipod\n","700 - Paulita17\n","701 - PINCOTTON\n","702 - PCHOWA746\n","703 - PECHETRET\n","704 - PIGS200RY\n","705 - Password4\n","706 - PgHen-lie\n","707 - Paul01070\n","708 - PIXEX2192\n","709 - PWJHNN051\n","710 - PHABLESTE\n","711 - Pussykat9\n","712 - PRINCESS0\n","713 - Pwillitfr\n","714 - Pw143Wing\n","715 - POSITO048\n","716 - P_MVVNTE_\n","717 - Putu22239\n","718 - POMIRUSSA\n","719 - POUND3553\n","720 - Polita31!\n","721 - Peny&Acru\n","722 - Petuari99\n","723 - PANDOLAZA\n","724 - PRETMMY33\n","725 - PRISSY322\n","726 - Phetpilze\n","727 - Puppet011\n","728 - PromliceR\n","729 - Pixmil1_2\n","730 - PABILLA78\n","731 - PRexies14\n","732 - PCC120991\n","733 - PHEBLER67\n","734 - PENNONROB\n","735 - POLLOHTAA\n","736 - PON193sg2\n","737 - PANTSEAFI\n","738 - POLe&InJo\n","739 - PM232503M\n","740 - PROBESHER\n","741 - PiMpony01\n","742 - PINKYPORT\n","743 - PCPEMENS1\n","744 - Portagate\n","745 - PACK44328\n","746 - Portolele\n","747 - Pro714mon\n","748 - PINK05198\n","749 - PTG16MO7O\n","750 - PATITOY81\n","751 - PCiJa191D\n","752 - Police148\n","753 - PHONE0071\n","754 - PALMECHIA\n","755 - PwpnTuyer\n","756 - PREAENS23\n","757 - Patrowne7\n","758 - PRETTY7MA\n","759 - Pipslohan\n","760 - PorowaAlM\n","761 - PCCSGREEK\n","762 - Pimpohian\n","763 - Porabagos\n","764 - PUMISLAXI\n","765 - PWANTGY19\n","766 - Pural1234\n","767 - PRESTORRA\n","768 - PKC251200\n","769 - PECHYNAU2\n","770 - PhMiRus13\n","771 - PWURLSEEN\n","772 - PHEEME020\n","773 - Paola.Net\n","774 - PINKGURL4\n","775 - Polyzeaug\n","776 - PRES08115\n","777 - PABILITA1\n","778 - PRINCSZ12\n","779 - Polippon2\n","780 - P2SUPEINZ\n","781 - PIRULINAC\n","782 - Pinz85134\n","783 - Parkocell\n","784 - PLAYGIRL2\n","785 - Pgw6PRxnj\n","786 - PA0810014\n","787 - Peckert!!\n","788 - PRUSEMARW\n","789 - PTTMK0051\n","790 - PHETTOSIO\n","791 - PEPCATECI\n","792 - PENNYX500\n","793 - PEZ198004\n","794 - Passms199\n","795 - PAPERCENT\n","796 - PAMMUESHT\n","797 - PWRLECSCR\n","798 - PERVECI12\n","799 - Pca015403\n","800 - PUTYPANTE\n","801 - Prtg0cums\n","802 - PMTBO6165\n","803 - Partyskat\n","804 - Peaceclrc\n","805 - PristinGu\n","806 - Piwisand8\n","807 - P17888660\n","808 - PETSTALL2\n","809 - PHILLISPE\n","810 - PinkFrg23\n","811 - Pw1456789\n","812 - PISSUFENG\n","813 - PaolodeJo\n","814 - PECHRACIO\n","815 - POLTIRE15\n","816 - PINKPINS1\n","817 - PERECK102\n","818 - Pinyiubum\n","819 - PUNKSKOK2\n","820 - PCCPSISAL\n","821 - Pa1143205\n","822 - Perry7781\n","823 - P3Tlaur8u\n","824 - POIIAN198\n","825 - PjCqMvqR,\n","826 - Prinky199\n","827 - PQRc[IJuj\n","828 - Pic121891\n","829 - PANGCHAOW\n","830 - Packslort\n","831 - Papay1218\n","832 - PACLMJ199\n","833 - PinkY444L\n","834 - PRISSIE89\n","835 - PAVAD2407\n","836 - Pippa3479\n","837 - Powers162\n","838 - Poardinhu\n","839 - PmE209889\n","840 - PHOTORECT\n","841 - PERRYJASO\n","842 - PaulotX25\n","843 - Pablo1931\n","844 - Ploy17198\n","845 - PHRO10180\n","846 - Phany_290\n","847 - Pummi3083\n","848 - Paylan036\n","849 - PONYM2113\n","850 - PUPCUS485\n","851 - Pasno2331\n","852 - Perfent19\n","853 - P0850mypo\n","854 - Puppy8889\n","855 - P2mdvvVdw\n","856 - PRLPL6492\n","857 - PL0819429\n","858 - Pogustaan\n","859 - PEKE66918\n","860 - Pk-329*64\n","861 - PF8100424\n","862 - POCKETBOO\n","863 - PIE08ZZZ0\n","864 - PiAqWaN97\n","865 - PEACERU19\n","866 - Pipey1239\n","867 - PERUNA_19\n","868 - PANCITANI\n","869 - Piero!!!!\n","870 - PIJOU2099\n","871 - P22T12QHO\n","872 - Pn16ta123\n","873 - PHERMAELI\n","874 - PACOK8294\n","875 - Pijandat7\n","876 - Pibsisgoe\n","877 - Packer_10\n","878 - PINKYMOMO\n","879 - PAPARYNEU\n","880 - PorTugama\n","881 - PW3426001\n","882 - POND52ERI\n","883 - Pity77723\n","884 - PURFARDAR\n","885 - Pd2HMN513\n","886 - Porti_Pul\n","887 - Peuke2203\n","888 - Pukkah330\n","889 - Poat17Cp4\n","890 - PissheurT\n","891 - Posilsvet\n","892 - Princesiv\n","893 - PRINCESS8\n","894 - PUPKINSON\n","895 - PRIMO7785\n","896 - Pw WjVljL\n","897 - POPBALL25\n","898 - POPBaraL0\n","899 - PIRULAT14\n","900 - P1229LWW4\n","901 - PARIS1507\n","902 - PhAgad600\n","903 - PLEASEYHE\n","904 - Pigboyjos\n","905 - PRECIOUS9\n","906 - PPt77norm\n","907 - P4VILL@15\n","908 - POKISMAN0\n","909 - PONY66666\n","910 - PJCJ13211\n","911 - PErrevenm\n","912 - PAZUANNKA\n","913 - PHEENCRFS\n","914 - PGCjiydvd\n","915 - PULESAVAN\n","916 - PerfeCtz@\n","917 - PATASINA1\n","918 - Paquetta1\n","919 - PoUndshop\n","920 - POOPIES12\n","921 - PzJzNjqxN\n","922 - PoJo23457\n","923 - Popeyeros\n","924 - PAMPONG12\n","925 - PROSEROPI\n","926 - Playboys2\n","927 - PeAniench\n","928 - Pisai1593\n","929 - PaTviERo1\n","930 - PEN622TAT\n","931 - Porlota17\n","932 - PlncccrPe\n","933 - Palme7095\n","934 - Petelyn01\n","935 - PNUY11228\n","936 - PR1TTLED3\n","937 - P1nd3r1c4\n","938 - PI PONT12\n","939 - POLI10MCR\n","940 - Pylover19\n","941 - PEUHNESSD\n","942 - Piscy0830\n","943 - PRESALITZ\n","944 - PABCC2325\n","945 - PICONOSER\n","946 - PVEfroga1\n","947 - P131ws83R\n","948 - PETRI3018\n","949 - Piw13dogr\n","950 - PHANTANGE\n","951 - PANDOVERA\n","952 - PIANO))))\n","953 - Patroke72\n","954 - PINTANDER\n","955 - PRINETTER\n","956 - Peggyback\n","957 - Patgroun0\n","958 - PLAYBO8ME\n","959 - Puresgars\n","960 - PEFESUAU9\n","961 - POINTELS!\n","962 - Phoeniz11\n","963 - Papasoutj\n","964 - Pimikas/1\n","965 - PaulaLope\n","966 - Punkstar9\n","967 - P1LSC3892\n","968 - Pime00620\n","969 - Patriviam\n","970 - POOPY6666\n","971 - ParaPaley\n","972 - Pence_Gre\n","973 - Palo92006\n","974 - PAPPADNER\n","975 - Poohler92\n","976 - Pora03102\n","977 - P59850202\n","978 - PRINCESS0\n","979 - PHONE5945\n","980 - PANGDUNER\n","981 - Prown_CAl\n","982 - PERYLIN04\n","983 - P!nbokon!\n","984 - Phillygir\n","985 - POLI03930\n","986 - PAU888136\n","987 - PUTCOMEGE\n","988 - Pckp*mani\n","989 - Pincochix\n","990 - POLICE109\n","991 - PWlithone\n","992 - PTQWWNDFR\n","993 - Pado0##!!\n","994 - Ploy+Ca55\n","995 - Perez1511\n","996 - PSYCKIB21\n","997 - Play*alic\n","998 - PRINCESSL\n","999 - PUTSAH976\n","1000 - PIC430521\n","1001 - PUT430725\n","1002 - Pixie2105\n","1003 - P0FTAUVAI\n","1004 - PRECIOZA2\n","1005 - Pmn556301\n","1006 - Pechidadi\n","1007 - PIERUN306\n","1008 - PANTEGAL4\n","1009 - PRIDELZZ1\n","1010 - PAULITARU\n","1011 - Pinkgiell\n","1012 - PhUflIp4M\n","1013 - PLUMHAV0N\n","1014 - PkMeLaRrO\n","1015 - Pops@ITZ1\n","1016 - Parisan10\n","1017 - PAPA89538\n","1018 - PIRULLRO0\n","1019 - PETITLIGH\n","1020 - PJS028964\n","1021 - P2G0p87Us\n","1022 - PouLT0775\n","1023 - PUP479083\n","1024 - PENTONC13\n","1025 - PURPLEJAV\n","1026 - Password1\n","Model took 1026 attempts to find password - Password1\n"]}]},{"cell_type":"markdown","source":["# Attempts calculation"],"metadata":{"id":"kO3QyjGccp6v"}},{"cell_type":"code","source":["import random\n","\n","def gen_passwords(num, pass_len=5, seq_len=3, start_char=None):\n","  passwords = []\n","  gen_char = False\n","  if start_char is None:\n","    gen_char = True\n","  for i in range(num):\n","    # if start char is none, then randomly pick start_char\n","    if gen_char:\n","      start_char = indices_char[random.randint(1, len(char_indices) - 1)]\n","    passwords.append( pwds_from_chars(start_char, pass_len))\n","  return passwords"],"metadata":{"id":"c0NBDNfEczdb"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gen_pass = gen_passwords(100, pass_len=5)"],"metadata":{"id":"nKROvvHALrwh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gen_pass"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"g1gks2qyoPR2","executionInfo":{"status":"ok","timestamp":1655839232113,"user_tz":420,"elapsed":51,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"47138694-31f6-4dc3-c18c-45e9f1636f44"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Ujp23',\n"," 'BHETT',\n"," '}damn',\n"," '}{754',\n"," '@bubb',\n"," '+shoe',\n"," 'I084d',\n"," 'LA541',\n"," 'giVe1',\n"," ']gd]h',\n"," '`ybeb',\n"," 'GALIT',\n"," 'zephu',\n"," 'venot',\n"," 'han03',\n"," ']_guy',\n"," 'dame8',\n"," 'AKTAS',\n"," 'irli3',\n"," 'G@$be',\n"," 'BADAN',\n"," 'wal44',\n"," 'I<34,',\n"," 'NANA4',\n"," 'dange',\n"," '>pxy#',\n"," 'quaqi',\n"," '`\"lov',\n"," '}X9J9',\n"," 'venda',\n"," 'uture',\n"," '}{{DU',\n"," 'escol',\n"," '13613',\n"," 'd0013',\n"," 'IN-DA',\n"," 'ilove',\n"," '%bram',\n"," ')+???',\n"," 'PRIDE',\n"," '`kida',\n"," 'hetes',\n"," '.mh-m',\n"," 'darcs',\n"," '}GIll',\n"," 'LUNAR',\n"," '~+bus',\n"," 'Kayle',\n"," 'VWkha',\n"," 'rrami',\n"," '#0415',\n"," 'qi77e',\n"," 'Bandi',\n"," 'BLUKY',\n"," 'XLOCE',\n"," 'XQTTA',\n"," '(octu',\n"," '!craz',\n"," 'Paper',\n"," 'cdfrs',\n"," 'z21qz',\n"," 'lillo',\n"," 'Wild2',\n"," '/.B.N',\n"," 'Memno',\n"," 'crfvg',\n"," 'Ginge',\n"," 'Evwv3',\n"," 'ian97',\n"," 'flymj',\n"," 'Respa',\n"," 'Floru',\n"," '-1453',\n"," 'katsa',\n"," 'nathy',\n"," 'GOREN',\n"," '8235a',\n"," '8luas',\n"," 'WHOWL',\n"," '\"1\"20',\n"," '(&bra',\n"," '93010',\n"," 'RAIEM',\n"," '&+#91',\n"," '09378',\n"," 'yinlo',\n"," '#12ma',\n"," 'Oscar',\n"," '@bitc',\n"," '-1423',\n"," '{Aloh',\n"," \"]1',,\",\n"," '~babe',\n"," 'Titit',\n"," '?8803',\n"," 'LOVEC',\n"," 'HO0NY',\n"," 'Naegi',\n"," 'JULES',\n"," 'Yharl']"]},"metadata":{},"execution_count":138}]},{"cell_type":"code","source":["import hashlib\n","import requests\n","\n","def check_pwned(passes):\n","  headers = {\n","    \"User-Agent\": \"Mozilla/5.0 (Windows; U; Windows NT 5.1; en-US; rv:1.9.2.8) Gecko/20100722 Firefox/3.6.8 GTB7.1 (.NET CLR 3.5.30729)\", \n","    \"Referer\": \"https://haveibeenpwned.com/\"\n","  }\n","  found_passwds = {}\n","  pwned_api = 'https://api.pwnedpasswords.com/range/'\n","  for p in passes:\n","    hash_object = hashlib.sha1(p.encode())\n","    pbHash = hash_object.hexdigest().upper()\n","    try:\n","      res = requests.get(pwned_api + pbHash[:5],  headers=headers, timeout=10)\n","      range_hashes = res.text.split('\\r\\n')\n","      for h in range_hashes:\n","        h_c = h.split(':')\n","        if h_c[0] == pbHash[5:]:\n","          found_passwds[p] = h_c[1]\n","    except Exception as e:\n","      print(f'request timed out for pass {p}')\n","  return found_passwds"],"metadata":{"id":"XHNgrP9bs5mz"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["fnd_pass = check_pwned(gen_pass)"],"metadata":{"id":"7lJray2as_QQ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["fnd_pass"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YV6pHIY-tCIy","executionInfo":{"status":"ok","timestamp":1655839247269,"user_tz":420,"elapsed":36,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"840c4b08-3889-4224-fad5-4f483a72ee30"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'GALIT': '21',\n"," 'venot': '14',\n"," 'han03': '9',\n"," 'dame8': '7',\n"," 'AKTAS': '3',\n"," 'BADAN': '1',\n"," 'NANA4': '10',\n"," 'dange': '234',\n"," 'venda': '628',\n"," 'uture': '10',\n"," 'escol': '55',\n"," '13613': '224',\n"," 'd0013': '7',\n"," 'ilove': '28149',\n"," 'PRIDE': '95',\n"," 'hetes': '50',\n"," 'darcs': '8',\n"," 'LUNAR': '50',\n"," 'Kayle': '24',\n"," 'rrami': '5',\n"," 'Bandi': '87',\n"," 'Paper': '167',\n"," 'lillo': '3039',\n"," 'Wild2': '29',\n"," 'crfvg': '15',\n"," 'Ginge': '56',\n"," 'ian97': '14',\n"," 'flymj': '1',\n"," '-1453': '8',\n"," 'katsa': '44',\n"," 'nathy': '980',\n"," 'GOREN': '6',\n"," '93010': '181',\n"," '09378': '17',\n"," 'yinlo': '2',\n"," 'Oscar': '2044',\n"," 'Titit': '18',\n"," 'LOVEC': '11',\n"," 'JULES': '339'}"]},"metadata":{},"execution_count":141}]},{"cell_type":"code","source":["len(fnd_pass)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nsLHWSCotF1x","executionInfo":{"status":"ok","timestamp":1655839247326,"user_tz":420,"elapsed":56,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"9b88af03-08b9-418d-e690-00612f74e7d7"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["39"]},"metadata":{},"execution_count":142}]},{"cell_type":"code","source":["def gen_passwords_random(num, pass_len=5, start_char=None):\n","  passwords = []\n","  gen_char = False\n","  if start_char is None:\n","    gen_char = True\n","  for i in range(num):\n","    # if start char is none, then randomly pick start_char\n","    if gen_char:\n","      start_char = indices_char[random.randint(1, len(char_indices) - 1)]\n","\n","    password = start_char\n","    for j in range(pass_len - 1):\n","      password += indices_char[random.randint(1, len(char_indices) - 1)]\n","    passwords.append(password)\n","  return passwords"],"metadata":{"id":"Y1Pz-kdZtIGF"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gen_rand_pass = gen_passwords_random(100, pass_len=5)"],"metadata":{"id":"hclvFAb8uP5h"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gen_rand_pass"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mZq_Osf2uTcD","executionInfo":{"status":"ok","timestamp":1655839496944,"user_tz":420,"elapsed":40,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"c21c3065-d207-44d7-af35-b29c68f9e75d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['?^>y4',\n"," 'K(czS',\n"," 'rv(Rp',\n"," 'YR|1b',\n"," '<2nXx',\n"," '^x$J{',\n"," 'h+kJc',\n"," '_3O,Z',\n"," 's;I:8',\n"," '$Ed~)',\n"," '\\\\VIrf',\n"," 'E-ga~',\n"," '^*6J`',\n"," '^t<;P',\n"," '(_[l|',\n"," '-YqUS',\n"," 'p#Mb?',\n"," \"r'6Id\",\n"," '_B6hH',\n"," '?Iv8w',\n"," '8?<oK',\n"," 'ezfHK',\n"," 'K{hfA',\n"," 'cs41&',\n"," '))A*E',\n"," 'w]V(+',\n"," 'GOR-*',\n"," '%/}Yl',\n"," 'a|x*}',\n"," \"#0''m\",\n"," 'S!@#d',\n"," 'A@29.',\n"," '9\";D(',\n"," 'mcwHw',\n"," 'wS+Mq',\n"," 'T\\\\3Gq',\n"," ':kYSK',\n"," 'Js![!',\n"," '=x?r;',\n"," 'tU<$<',\n"," 'zcynl',\n"," 'A09/|',\n"," 'PwRLT',\n"," '{YD%o',\n"," 'z!:M)',\n"," \"'w)c=\",\n"," 'NsbQ`',\n"," '5}+!B',\n"," '++]9N',\n"," 's=5#~',\n"," 'S\"E[`',\n"," \"k'^*m\",\n"," '78yv!',\n"," 'k)5S>',\n"," '!-lr>',\n"," '\\\\5PGk',\n"," '>J`mz',\n"," '.o[dy',\n"," 'OJvK6',\n"," 'S`_U^',\n"," 'O}gbQ',\n"," 'XP/cV',\n"," '%(ZgI',\n"," 'q0Oh+',\n"," '3_[[,',\n"," 'k2M\"@',\n"," '}/p<n',\n"," 'OPy4C',\n"," 'Y@FHg',\n"," 'ziW7Q',\n"," 'JuZKM',\n"," '|1vd;',\n"," 'lmp2m',\n"," 'h}9,O',\n"," ':ADe^',\n"," '9%FI_',\n"," 'A*`j^',\n"," 'DBZ;|',\n"," '\\\\`a5e',\n"," '!_1Nk',\n"," 'zN~H{',\n"," 'c<X>/',\n"," 'WT+q3',\n"," 'HL:&V',\n"," 'OMynS',\n"," '^mr)L',\n"," ')sq3R',\n"," 'uyB[+',\n"," 'e55.o',\n"," '\\\\%24b',\n"," 'u~(v1',\n"," '`nJau',\n"," 'lM2<;',\n"," 'm#yM;',\n"," '5lV6x',\n"," 'sKE<C',\n"," 'EQ`@I',\n"," '{TB{-',\n"," 'uz%3;',\n"," '?[VHG']"]},"metadata":{},"execution_count":146}]},{"cell_type":"code","source":["fnd_pass = check_pwned(gen_rand_pass)"],"metadata":{"id":"nOvj0UrluZos"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["fnd_pass"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YpnzAPXZug0T","executionInfo":{"status":"ok","timestamp":1655839539018,"user_tz":420,"elapsed":38,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"0a979614-d624-4944-a4e1-ecc17a4be0c8"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{}"]},"metadata":{},"execution_count":148}]},{"cell_type":"markdown","source":["# load and test model"],"metadata":{"id":"XEx8rjUbwo_Z"}},{"cell_type":"code","source":["new_model = MyModel(\n","    vocab_size=vocab_size,\n","    embedding_dim=embedding_dim,\n","    rnn_units=rnn_units)"],"metadata":{"id":"xRUvpn2U0S6S"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["new_model.load_weights('pass_tf_weights')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QqRvOZZJ0WLp","executionInfo":{"status":"ok","timestamp":1655841109753,"user_tz":420,"elapsed":72,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"899dfec8-71c1-498e-e656-b3dc1289a06d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x2221dc7f148>"]},"metadata":{},"execution_count":166}]},{"cell_type":"code","source":["new_one_step_model = OneStep(new_model, tokenizer)"],"metadata":{"id":"L-yf2TsDw8Xg"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["start = time.time()\n","states = None\n","next_char = ['w']\n","result = [next_char]\n","\n","for n in range(2):\n","  next_char, states = new_one_step_model.generate_one_step(next_char, states=states)\n","  result.append(next_char)\n","\n","result = tf.strings.join(result)\n","end = time.time()\n","print(result[0].numpy().decode('utf-8'), '\\n\\n' + '_'*80)\n","print('\\nRun time:', end - start)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QzfNsKOgxFun","executionInfo":{"status":"ok","timestamp":1655841128228,"user_tz":420,"elapsed":166,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"d78d3042-599f-4c37-e93c-07e718e78e51"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["whk \n","\n","________________________________________________________________________________\n","\n","Run time: 0.06894755363464355\n"]}]},{"cell_type":"code","source":["def pwds_from_chars(model, start_char, len):\n","  states = None\n","  next_char = [start_char]\n","  result = [next_char]\n","\n","  for n in range(len-1):\n","    next_char, states = model.generate_one_step(next_char, states=states)\n","    result.append(next_char)\n","\n","  result = tf.strings.join(result)\n","  return result[0].numpy().decode('utf-8')"],"metadata":{"id":"Th4-0-gxxa91"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["given_pass = 'Password1'\n","attempts = 1\n","\n","while True:\n","  pred = pwds_from_chars(new_one_step_model,given_pass[0], len(given_pass))\n","  print(f\"{attempts} - {pred}\")\n","  if pred == given_pass:\n","    break\n","  attempts += 1\n","\n","print(f\"Model took {attempts} attempts to find password - {given_pass}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"78rzlTAD089K","executionInfo":{"status":"ok","timestamp":1655841443229,"user_tz":420,"elapsed":166238,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"0458e19a-2ac9-4855-dd78-a0d4e404140b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["1 - PANNEDSBR\n","2 - PHU18GENS\n","3 - PIT301020\n","4 - PAWWAS112\n","5 - PURPLE881\n","6 - PAIMEGANN\n","7 - PLSISTERA\n","8 - PMSME1027\n","9 - PAUDO2295\n","10 - PANgcua10\n","11 - PC3006840\n","12 - PSmATPvA1\n","13 - Prehanier\n","14 - PICE11229\n","15 - PET205LOB\n","16 - Palesitah\n","17 - Pzt634orn\n","18 - Poppydurm\n","19 - PRIMO9910\n","20 - PRILSROCK\n","21 - PVqVEU258\n","22 - PREETYS09\n","23 - PINKDOM10\n","24 - Ptr130020\n","25 - Punk319#1\n","26 - Pink78!!!\n","27 - Pritty,-3\n","28 - PITDOGYJE\n","29 - PvjitfhF,\n","30 - PissybRat\n","31 - P72610247\n","32 - Plomasmai\n","33 - Pa2ton27*\n","34 - PEN3LOVEL\n","35 - PERRWELIT\n","36 - PINTer118\n","37 - Pashspenc\n","38 - Purple4ev\n","39 - PWPSTEST1\n","40 - PiMp90!@%\n","41 - PRODUCTUM\n","42 - Pongatag9\n","43 - PHILLIPPO\n","44 - PROCEAN59\n","45 - PALOMAELE\n","46 - Papolouel\n","47 - PORTODY10\n","48 - Phatman01\n","49 - PHIRE.VEI\n","50 - Pescha789\n","51 - Pwtrutosu\n","52 - PIZZANO19\n","53 - Princesa2\n","54 - P07712245\n","55 - PENISMASL\n","56 - PEPESONGE\n","57 - Patskiand\n","58 - Perlka745\n","59 - POIONAMON\n","60 - Pinaces.1\n","61 - PUMANSO38\n","62 - P303lOTOs\n","63 - PASTUNJOV\n","64 - PJ3A11990\n","65 - PRINCESSL\n","66 - PooTer521\n","67 - PATRISITO\n","68 - PKMJRUA05\n","69 - PAULO0207\n","70 - POOP842ON\n","71 - P4k106T35\n","72 - Pink2122!\n","73 - Pinkcowbo\n","74 - PIDCANTER\n","75 - Prace2007\n","76 - PIESSINGE\n","77 - PgeNoosko\n","78 - Playmine8\n","79 - PuPpypAws\n","80 - PERATITE6\n","81 - PHSEXY23!\n","82 - PaPi800IR\n","83 - PretieSvi\n","84 - PhPbOCJS3\n","85 - PATRICESE\n","86 - Patricioi\n","87 - PONY368MA\n","88 - PKEW01149\n","89 - Perla1882\n","90 - Pipiake50\n","91 - Pjwri5kdj\n","92 - PITY265**\n","93 - PRAIESNO1\n","94 - Pierolito\n","95 - PRES13JRU\n","96 - Paulita12\n","97 - PW62158N1\n","98 - PIZZLAON5\n","99 - PHIL09250\n","100 - Pandi9999\n","101 - PASSWORD1\n","102 - PERVIN040\n","103 - PURNAM446\n","104 - PsufaPoke\n","105 - PAYON1019\n","106 - PsIO21570\n","107 - POCROCKEL\n","108 - Pi16piequ\n","109 - PHotoguys\n","110 - POPPY0603\n","111 - PeEchIl20\n","112 - PasswOrd:\n","113 - PEN4U2731\n","114 - P-luvitto\n","115 - Pplette12\n","116 - Pwovejett\n","117 - Placethem\n","118 - PICSSNOWE\n","119 - PHC1234%H\n","120 - Patas1234\n","121 - PECPERASL\n","122 - PNUMJHAUR\n","123 - PlequicuS\n","124 - PUSSY5616\n","125 - PonYa2669\n","126 - POLAIRNAT\n","127 - Pen123456\n","128 - Protitega\n","129 - Pirolcamp\n","130 - Paloteamo\n","131 - Purav2Sam\n","132 - Pen18er11\n","133 - PDFORCEBA\n","134 - Phatsucks\n","135 - POPSULES1\n","136 - Plum@naa2\n","137 - PRETISNO1\n","138 - PW1082855\n","139 - PATTONME2\n","140 - PLASNER38\n","141 - PFURNCAT6\n","142 - PALMERCLU\n","143 - Pro+my210\n","144 - Passiongl\n","145 - Pertesilo\n","146 - PSRO21458\n","147 - POWERERHI\n","148 - Pu!x6!!x!\n","149 - Pidok7711\n","150 - Paynik89!\n","151 - Polar1710\n","152 - Payces69K\n","153 - Pwerens04\n","154 - Prezz1969\n","155 - Price63!!\n","156 - PACOY7216\n","157 - Pd1llaBet\n","158 - PHISIONAR\n","159 - PEPALOVE1\n","160 - PHILLippl\n","161 - Prettybom\n","162 - PONYBITCH\n","163 - PupPeRwor\n","164 - PD2005564\n","165 - PRETTY624\n","166 - PLEAPING5\n","167 - PRESSDUGA\n","168 - P10VOLTE1\n","169 - PositOS13\n","170 - PooksPay!\n","171 - PAULGAMES\n","172 - Partiedsa\n","173 - Pepper997\n","174 - PATITASEL\n","175 - Pen220719\n","176 - PRINCESS1\n","177 - PTMBM1715\n","178 - Perro1991\n","179 - Palan_944\n","180 - Plact.13r\n","181 - PiLly2708\n","182 - PWB0IUM74\n","183 - PHILLE690\n","184 - PwkbHc10A\n","185 - PNZS1234!\n","186 - PIACOLEON\n","187 - PEDNA_HER\n","188 - PECP~2DOG\n","189 - Porqwe622\n","190 - Pw3813005\n","191 - P@tty2!12\n","192 - Percy8022\n","193 - PRIVETTLE\n","194 - PACNY1899\n","195 - PanDoma20\n","196 - PILLYPERR\n","197 - POPSTAR~5\n","198 - PISNODOGO\n","199 - PRESEN417\n","200 - Posi33334\n","201 - P6D4KF938\n","202 - PRUNSNEAK\n","203 - POOHBUSC0\n","204 - P!STINC1A\n","205 - PROVERC0R\n","206 - POPKATE25\n","207 - PAWIWESTE\n","208 - PERROS910\n","209 - PSSROCKS5\n","210 - PECO1326.\n","211 - PIGS07260\n","212 - Pfhq0qtkP\n","213 - PIRO_T101\n","214 - Punkmirap\n","215 - PUCHOSIDE\n","216 - PUIMYMOM1\n","217 - PAelinhal\n","218 - Panka9800\n","219 - P34841171\n","220 - PRINCOSS5\n","221 - PIOT20099\n","222 - PIPU15qua\n","223 - PTNpW1sch\n","224 - PAROLAT95\n","225 - Pontate50\n","226 - P.C.x.p.p\n","227 - P1069Hlm0\n","228 - PRESPEMOP\n","229 - PRETTYGOD\n","230 - PINMUG150\n","231 - PANATEON1\n","232 - PiSTol121\n","233 - PADAWAYNE\n","234 - Poisilley\n","235 - PeteyouDo\n","236 - PCW210231\n","237 - PP730HF77\n","238 - P@ss1l2s3\n","239 - Privina12\n","240 - PNPAI0501\n","241 - Patro!?))\n","242 - PISS99995\n","243 - PG19vwdEM\n","244 - PERRY1102\n","245 - PElUdas68\n","246 - PEIR02038\n","247 - Punfra390\n","248 - PkisPiNny\n","249 - Procverto\n","250 - P#7zmiKe9\n","251 - PENNYSTUD\n","252 - Pintania1\n","253 - Pat032204\n","254 - Pirpie.31\n","255 - Prinda811\n","256 - PHANTOMM3\n","257 - P!Ow55:S:\n","258 - Pepcurcl@\n","259 - PENNALOCA\n","260 - Potthig19\n","261 - Passord85\n","262 - PRESENTIC\n","263 - PEREIROMI\n","264 - Pandawate\n","265 - PSNPMNNOR\n","266 - PELAN0367\n","267 - PARC19880\n","268 - PRPNGST02\n","269 - PONY62487\n","270 - PORIPO1SC\n","271 - Playboi74\n","272 - PUNK@$TIN\n","273 - Perry-894\n","274 - PEDRO1996\n","275 - PABBY88HE\n","276 - PUguia99*\n","277 - PAN350545\n","278 - PABROSLUC\n","279 - PEVETRIDP\n","280 - Pamandanl\n","281 - PASSWORDJ\n","282 - Pitierear\n","283 - PHILEPH17\n","284 - Pradala0n\n","285 - PEPROX221\n","286 - PR1TYBOOB\n","287 - Pughole13\n","288 - PLEN20004\n","289 - PANDA2811\n","290 - PETENSARM\n","291 - PlatinuM7\n","292 - PEABLER0C\n","293 - Probresce\n","294 - Pnkxvwqyo\n","295 - PERVELEST\n","296 - PLAYTYLER\n","297 - PRODIVER0\n","298 - PRXp12345\n","299 - PANDAKERN\n","300 - PAPOLOBIN\n","301 - POPSY5106\n","302 - PBBqwnM1S\n","303 - PIMPSCHOT\n","304 - PopeSicru\n","305 - Ptball942\n","306 - Pk58xjpI1\n","307 - PITZAKO81\n","308 - POOHBEER3\n","309 - Ps9071391\n","310 - PETT22947\n","311 - Pfuccifri\n","312 - PLAYGTY71\n","313 - PUTE799AC\n","314 - PACKS4063\n","315 - PBDWxw612\n","316 - Porzz1007\n","317 - PYLLARREA\n","318 - PECROSA09\n","319 - PLOYVITAM\n","320 - POL8ZDQ12\n","321 - P55663OCT\n","322 - PPIMHO134\n","323 - PULAR1199\n","324 - Pensuck32\n","325 - PRETTY***\n","326 - PASS07709\n","327 - PUSSY9378\n","328 - P11E23475\n","329 - ParkfaCe1\n","330 - Papasnoos\n","331 - PACE13467\n","332 - PTP08P4y0\n","333 - PUBLICOLR\n","334 - PREAMOUDJ\n","335 - Pinster00\n","336 - PNCUL7243\n","337 - Palomoval\n","338 - PEKEYBIRD\n","339 - PZZGD2XPF\n","340 - Pokkas448\n","341 - Paloma301\n","342 - Panada927\n","343 - PEZZ983LI\n","344 - Parolapru\n","345 - PAXLECIMA\n","346 - P1e2HElv5\n","347 - Phawlan00\n","348 - PlatAr26-\n","349 - PLAYBOY21\n","350 - PHoNEbond\n","351 - PLAUNAYJU\n","352 - Prock4kis\n","353 - PEIDEN963\n","354 - Pooop9ogt\n","355 - PANDOC132\n","356 - PURESCESQ\n","357 - PLS070313\n","358 - PATY28210\n","359 - Perpin123\n","360 - PENNSTAY1\n","361 - PURY20222\n","362 - Perpingpu\n","363 - PENNYV138\n","364 - POSER7071\n","365 - PEANUTUSA\n","366 - Pillie_br\n","367 - PinktimMy\n","368 - PAILEAVEN\n","369 - PUGGESHIT\n","370 - PRINCIP18\n","371 - Pp5565wDb\n","372 - P04ZA76!0\n","373 - PcwxAb6bB\n","374 - Purpleler\n","375 - PODI11028\n","376 - Prouth555\n","377 - PIGLISE19\n","378 - PRISSYPIN\n","379 - Pagitrori\n","380 - Pink_Cact\n","381 - PUNENERY0\n","382 - PT96CHUSS\n","383 - PREYBROWN\n","384 - PiFerak19\n","385 - Parad1861\n","386 - Perigayda\n","387 - Parashatu\n","388 - PeKin::)$\n","389 - PAKMODEL2\n","390 - PINK1716B\n","391 - PAWESTENG\n","392 - PXMYbebe1\n","393 - Pargin222\n","394 - PSOL457N9\n","395 - POTBERUL7\n","396 - PANSAFAMI\n","397 - PLOCK7904\n","398 - PAT211373\n","399 - Popcard21\n","400 - PLKO0laq3\n","401 - POPPY6331\n","402 - PLURLET44\n","403 - PoorPoopo\n","404 - Porti19$4\n","405 - Pudo15029\n","406 - PERSTOROO\n","407 - Party2486\n","408 - Porkie999\n","409 - PE0RRA250\n","410 - PIMP_IKYM\n","411 - PLTTENLER\n","412 - Palfurel1\n","413 - PNxpgw441\n","414 - PAGELAMEI\n","415 - PLEOPERIN\n","416 - PREFINE19\n","417 - Protitad8\n","418 - Praintan6\n","419 - Pingpetts\n","420 - Proutlock\n","421 - Pigs$tion\n","422 - Princess2\n","423 - PonKeshi(\n","424 - Pacamiamo\n","425 - Pena2nley\n","426 - Prute2729\n","427 - PepPaZe4f\n","428 - PLAYDREA1\n","429 - PELEC3419\n","430 - Peyteele9\n","431 - P_TW_JEZZ\n","432 - PRIFETEDE\n","433 - PAVA46599\n","434 - Phones971\n","435 - PERUTOTE1\n","436 - PlayboyxX\n","437 - Poct1city\n","438 - PUFF&6171\n","439 - PdXJCyvAb\n","440 - Phs1941Cn\n","441 - Paricy198\n","442 - PHILYTEAC\n","443 - PpbOSP247\n","444 - PENNY0741\n","445 - Phobinnia\n","446 - PTHLEEANN\n","447 - PORTAEL13\n","448 - PuRpLE125\n","449 - P1NK1nwal\n","450 - PHUVANGER\n","451 - PAPOROB20\n","452 - Pyge143Go\n","453 - Pett343li\n","454 - Pixiessey\n","455 - P2VgRS333\n","456 - Provoye13\n","457 - PeneIsmAn\n","458 - PESCI2402\n","459 - Perfect?$\n","460 - PHAT12345\n","461 - PcT782556\n","462 - PRESUSKEL\n","463 - PPBETTY44\n","464 - Pinocs530\n","465 - PAYASI198\n","466 - Petron123\n","467 - POST2211H\n","468 - PREOHANGS\n","469 - POWERLI07\n","470 - PRINCESS4\n","471 - Pa5VAring\n","472 - Patan3434\n","473 - Partanis6\n","474 - Pyllyghon\n","475 - Patchurle\n","476 - P0FYY3RHI\n","477 - PHYSO4200\n","478 - PEG_TEADR\n","479 - PRINCESS2\n","480 - PACOMRUIS\n","481 - Plyuuberi\n","482 - PASS8983t\n","483 - Patry2857\n","484 - Phone4330\n","485 - Poop12345\n","486 - PICKO1XZR\n","487 - Pfdcthyop\n","488 - Princess6\n","489 - PICHILIYA\n","490 - PuncHard1\n","491 - Pennysien\n","492 - PtsvvDk3M\n","493 - PRPSPED76\n","494 - PHHISH2MI\n","495 - Patingy44\n","496 - PXXCZADMI\n","497 - P25504290\n","498 - Pyrocase1\n","499 - PSYMOREY!\n","500 - PLENOLPYJ\n","501 - PEAZBRIYI\n","502 - Pepai3032\n","503 - PABBLESS1\n","504 - PRETTYTMA\n","505 - PACK75983\n","506 - Patrs123c\n","507 - PEDRO2318\n","508 - PAGANZI12\n","509 - Pimpins26\n","510 - PADNESS48\n","511 - Play!!<#s\n","512 - Piazal125\n","513 - PHTIDOOK6\n","514 - Palomel20\n","515 - PUREPASS9\n","516 - PW6206769\n","517 - PG2345615\n","518 - PAZZS1312\n","519 - Pretty*15\n","520 - PooPSun32\n","521 - Papominas\n","522 - PR1105IEN\n","523 - Ploucasel\n","524 - PALMANMAN\n","525 - PERFACT71\n","526 - Prod0122@\n","527 - PUJUME383\n","528 - Pompink09\n","529 - Pooh18735\n","530 - Pompunell\n","531 - Poishamm!\n","532 - PUPPyLOVE\n","533 - Pussy2811\n","534 - Pecas2960\n","535 - Perrita98\n","536 - PRINCESPE\n","537 - PhEnNy666\n","538 - PVANSIMOS\n","539 - PESA20085\n","540 - PEwepicky\n","541 - PAPUTA978\n","542 - P3el43W2a\n","543 - PANDY2002\n","544 - PASS4UDOR\n","545 - PsEcOhnnI\n","546 - PERSIONAD\n","547 - PLACEMATT\n","548 - PrinceSa0\n","549 - Phr038787\n","550 - PAY008291\n","551 - PLI3DOM1#\n","552 - Ptxiel062\n","553 - Pocho5180\n","554 - PINK667BA\n","555 - PADDASES2\n","556 - Pedro ToY\n","557 - PANNYDOGS\n","558 - PATE47571\n","559 - P4EbWzL27\n","560 - PAss14695\n","561 - PRIMECHUB\n","562 - PINK#309%\n","563 - Picklazer\n","564 - PIGGZ123X\n","565 - PhviLshpo\n","566 - PENNFISH4\n","567 - Padriwara\n","568 - PARTYMAN7\n","569 - POOPER@YA\n","570 - PSICEPIOS\n","571 - PQlm77215\n","572 - PlAyslett\n","573 - PSDS19944\n","574 - PANCHATE0\n","575 - PRINSCANT\n","576 - Polydepte\n","577 - Pansane!j\n","578 - PEI36NATA\n","579 - Pwlm-7-92\n","580 - Perla1_15\n","581 - PSemmolly\n","582 - PUM1982..\n","583 - PIONEN774\n","584 - Pasvhocke\n","585 - PRESIPE90\n","586 - Pastaba28\n","587 - P34121606\n","588 - PuzzRaven\n","589 - Palenge12\n","590 - Pimbomush\n","591 - PikaColyg\n","592 - Petel olo\n","593 - PIMPLDUFU\n","594 - Prystine3\n","595 - POOPY1141\n","596 - PLANIBLE4\n","597 - Paint0050\n","598 - PHIPA6995\n","599 - Pris2007t\n","600 - PachiQue1\n","601 - PAULSABIR\n","602 - PAssword@\n","603 - PYRO77*?M\n","604 - PICHI11+-\n","605 - PR5357VCW\n","606 - PaleyGali\n","607 - PipveS!!!\n","608 - PIMPIN698\n","609 - Plumsooow\n","610 - PALLUKOAL\n","611 - Paresa861\n","612 - PZ4N8TpT3\n","613 - PUSUCAELI\n","614 - PIGUIZOLR\n","615 - PONT85098\n","616 - PAT2NOS77\n","617 - P0tty69th\n","618 - PENDOLMO2\n","619 - PONY41263\n","620 - POANTRIFA\n","621 - PONTENTWI\n","622 - PI357JUCE\n","623 - P-K9c6cNx\n","624 - POOPS1992\n","625 - PHILLEC35\n","626 - PMEWNH3LL\n","627 - PRINKS002\n","628 - PsHill3R2\n","629 - Punches60\n","630 - PENISBURF\n","631 - PrinCeThi\n","632 - PURCHTHEC\n","633 - Prasia143\n","634 - Pep468Che\n","635 - Prinessac\n","636 - PicK23830\n","637 - PERIUSEKA\n","638 - POPPASPAR\n","639 - PimPchubB\n","640 - PUEJAMICU\n","641 - POWERTIME\n","642 - PAJUCHIAL\n","643 - Paolaisso\n","644 - Poohy5106\n","645 - PNSFACTOR\n","646 - PENISINGS\n","647 - PANCLAWNE\n","648 - Pat691113\n","649 - PORTOLU01\n","650 - Piosano12\n","651 - Porto2425\n","652 - PARIS#199\n","653 - PinkDir21\n","654 - PAPAKOJTA\n","655 - PPD39prrg\n","656 - PETTYofte\n","657 - Purnleigh\n","658 - Pakasverg\n","659 - PHOVOL228\n","660 - Packmoney\n","661 - P12s27252\n","662 - PLV252501\n","663 - Puppie150\n","664 - PENNAZ070\n","665 - PuHaLixas\n","666 - P0123pv,s\n","667 - PiLkcARtT\n","668 - PRINTIBSE\n","669 - Penis3089\n","670 - PASSWORDB\n","671 - P@nKs80on\n","672 - Pastilena\n","673 - Puxy!!!!!\n","674 - Password3\n","675 - Ph9utl-k2\n","676 - Phatdonal\n","677 - Perf08163\n","678 - PHEOK2681\n","679 - PATTY2402\n","680 - PHELIPJ94\n","681 - Pabloscor\n","682 - PinarlIna\n","683 - Pointingc\n","684 - Penumod12\n","685 - Phamate74\n","686 - PanTi3805\n","687 - PONYPOOK7\n","688 - PAINEEFUN\n","689 - PINGAM121\n","690 - PaulaAMia\n","691 - PADSANYAT\n","692 - P4lIePEtT\n","693 - PuNaG1lLO\n","694 - PRESIMEUE\n","695 - Paiamario\n","696 - Ptw82at;y\n","697 - PVIENAF21\n","698 - Piflar471\n","699 - Pisney676\n","700 - Princess7\n","701 - PACKEVAY4\n","702 - PINKYBOI1\n","703 - Phyki00mM\n","704 - PIGCCI146\n","705 - PAULHALIT\n","706 - PESSOU838\n","707 - PinGu9971\n","708 - Ps.com790\n","709 - Pick&501s\n","710 - POPLALLS1\n","711 - PCUMMITIE\n","712 - P3XSp0rty\n","713 - PTMOPT198\n","714 - Pawet1524\n","715 - Punktuger\n","716 - PKS93!!)$\n","717 - P6W1NtEIN\n","718 - PANDA3507\n","719 - Paulcolee\n","720 - PLACE1014\n","721 - PAGON6665\n","722 - PHILLPAss\n","723 - PPPDP5101\n","724 - Pete83926\n","725 - PENNYTANK\n","726 - PULQIJ544\n","727 - Paf090105\n","728 - PENISDAYS\n","729 - Ps1P2NXA2\n","730 - PENISLEWG\n","731 - PHYrWInc8\n","732 - Plurashal\n","733 - PMKSANTYA\n","734 - PEDRO0091\n","735 - PauLa2,1,\n","736 - PFCVFDPJN\n","737 - PpQBWfuvj\n","738 - Permy8293\n","739 - PRISINE20\n","740 - Pod13CAT9\n","741 - PLACELINE\n","742 - PlAy03071\n","743 - PRINCESA5\n","744 - Pennuto..\n","745 - PISCess71\n","746 - PEAMONTOR\n","747 - Pat0TaZor\n","748 - Puppie331\n","749 - Paintooor\n","750 - PorKey122\n","751 - Pinoy5148\n","752 - P9QUW0I25\n","753 - PARKER072\n","754 - P5MTROVEN\n","755 - PETILOUES\n","756 - Paistears\n","757 - PATTY0402\n","758 - PAXLO0316\n","759 - Plyelslif\n","760 - PLAYALAIN\n","761 - P78JoERFM\n","762 - Periboble\n","763 - POTYCAKES\n","764 - PRODIAZLJ\n","765 - PHILL9230\n","766 - Pi0u24tbb\n","767 - PaolE2009\n","768 - PPECZ1925\n","769 - PESCO1234\n","770 - Polleiron\n","771 - PCORNEL67\n","772 - PASTOCHun\n","773 - PRICEY850\n","774 - PSl!21234\n","775 - PennYPtog\n","776 - POLLA5858\n","777 - PAXCFA954\n","778 - PINKB1111\n","779 - PIREDOR16\n","780 - PenmUsFa5\n","781 - Petzanna8\n","782 - Pcu200600\n","783 - PF5HATDAK\n","784 - PHANTUMUN\n","785 - Pit8330Wi\n","786 - PRobbaed6\n","787 - PASS=RETT\n","788 - P_L@TY.N.\n","789 - PROTRUFIS\n","790 - PfsjAk413\n","791 - Panono!!!\n","792 - PUPPies99\n","793 - Puta65528\n","794 - P6607LKZZ\n","795 - P6NAinS89\n","796 - Pisaoa**n\n","797 - PutsinSit\n","798 - Poli53469\n","799 - PUMOUS114\n","800 - P3nbugS!!\n","801 - PIMPITJR9\n","802 - POBkat300\n","803 - PALISTHEB\n","804 - PUPOTS321\n","805 - PEEPLE917\n","806 - PC123Rule\n","807 - PRECIOSA1\n","808 - PenaHryan\n","809 - Pegoto46W\n","810 - Pecky1111\n","811 - Proer5FAT\n","812 - PaTchayca\n","813 - POTTING34\n","814 - Petrorapa\n","815 - PAPULO123\n","816 - PRINCESSE\n","817 - PHUTENTER\n","818 - Pacalukau\n","819 - Pysu2myfL\n","820 - PNZZWHSTa\n","821 - PB070703!\n","822 - PENNCE200\n","823 - PROWHERUS\n","824 - POPOE1234\n","825 - PWOLPH324\n","826 - Princesse\n","827 - Paddycoll\n","828 - PRUDESIST\n","829 - PECHCOB13\n","830 - Passrieki\n","831 - PRINCECAT\n","832 - PaulvinCe\n","833 - P50073J84\n","834 - PMSWID010\n","835 - Peace Mea\n","836 - Pc3tAyc23\n","837 - PIMPSANIA\n","838 - Pakitaang\n","839 - PICLOTORO\n","840 - PAULDECAN\n","841 - Penny****\n","842 - PENSTOP19\n","843 - Pucketard\n","844 - PHbeboy2s\n","845 - PALE-7PDP\n","846 - PK1%Rodr)\n","847 - Puliuked1\n","848 - P@@823217\n","849 - Plenolive\n","850 - Pyljay_12\n","851 - PHONES011\n","852 - P33243231\n","853 - Prachet01\n","854 - PUFLER233\n","855 - PELOR5446\n","856 - PANGZZ891\n","857 - PATARLIED\n","858 - P3per2282\n","859 - PANDOAUAN\n","860 - PiTy%4445\n","861 - Pickles68\n","862 - Pothbtion\n","863 - Pishiri20\n","864 - PONY69072\n","865 - Prspg5Bt8\n","866 - Phand2267\n","867 - PRIMA1996\n","868 - PLAYANGEL\n","869 - Polysynkh\n","870 - Pooks*654\n","871 - PHURC24LO\n","872 - POCHIS591\n","873 - PHILLIP79\n","874 - PGHjsoxor\n","875 - PLIY90071\n","876 - Punle-198\n","877 - PIPO69945\n","878 - PEERGUSME\n","879 - Pakmoutul\n","880 - PROUDPEIN\n","881 - Paytonlit\n","882 - Pidnas313\n","883 - PR!NCEZZT\n","884 - POLODEARH\n","885 - Phill1021\n","886 - PINKY3114\n","887 - PIMPDEWAR\n","888 - PICKPEX66\n","889 - Pie.11!1!\n","890 - PUPPy tiN\n","891 - PASTELY29\n","892 - Pregislog\n","893 - PHulu73!!\n","894 - PaPAtOT9R\n","895 - Pudzupe17\n","896 - PASAAV131\n","897 - PEDDYBADD\n","898 - PEACH1010\n","899 - POLACISDA\n","900 - Pi1uritu3\n","901 - PENNY0119\n","902 - PLREEZA24\n","903 - PamaDoKor\n","904 - PECFISEZI\n","905 - Prating99\n","906 - PLAYBOY11\n","907 - Phatgood!\n","908 - PF1031201\n","909 - PenDultin\n","910 - PMRIRA102\n","911 - PRINCESS_\n","912 - Pepex@pol\n","913 - Privatest\n","914 - PendoRA31\n","915 - PEaCEPix8\n","916 - Pali19820\n","917 - Pokey9511\n","918 - PANARON10\n","919 - PADAYNUG1\n","920 - Petet4444\n","921 - PERICO9RO\n","922 - PINKYYMIR\n","923 - PENNYUU01\n","924 - Pkisi1802\n","925 - PAYETO123\n","926 - PLAYBOY05\n","927 - PAXICHANF\n","928 - P9mDw2aDZ\n","929 - PCHOKISHN\n","930 - PEANSO29+\n","931 - Pintooo12\n","932 - PRIZZERS3\n","933 - PRETTY010\n","934 - Paupanafa\n","935 - PAPINIMOR\n","936 - POGISIHWA\n","937 - PC0400NSM\n","938 - PLAUXAX09\n","939 - P3SAH7K50\n","940 - Pedrito11\n","941 - POLICE666\n","942 - PHU1294$L\n","943 - Pysney4Li\n","944 - POMTOR042\n","945 - PIjcmEJ5o\n","946 - Passmoren\n","947 - PebblEsal\n","948 - Pamela199\n","949 - Ptm2sexy0\n","950 - Pkopa1986\n","951 - PZT900221\n","952 - PURES_e@p\n","953 - PURE03050\n","954 - P_0607561\n","955 - PLOYBOYZ!\n","956 - PBAB169MF\n","957 - P1530FsAU\n","958 - PLAYBOY12\n","959 - Pqnwqq024\n","960 - PizZol777\n","961 - Password2\n","962 - PEOR101SI\n","963 - PCKZZ8141\n","964 - PURPLETEA\n","965 - PRIMGIRL1\n","966 - PRASE5101\n","967 - POGASTA89\n","968 - PPLOP0090\n","969 - P77850867\n","970 - PISSELL32\n","971 - PHWMBUMPL\n","972 - PILOUZ199\n","973 - Parcwer_2\n","974 - PALLAR180\n","975 - PETTAM960\n","976 - PRINCESIT\n","977 - PUNCHCKO2\n","978 - Pic071993\n","979 - PWAYEEN66\n","980 - Part30109\n","981 - P7418823t\n","982 - PARISZEMO\n","983 - POILOSU75\n","984 - PERFULDIN\n","985 - Pelwzy123\n","986 - Parkazimy\n","987 - PALMENSAZ\n","988 - PEDMOS450\n","989 - Putingoss\n","990 - Pride0781\n","991 - PIPIEYBEL\n","992 - PuPiVE132\n","993 - PATRICIA1\n","994 - Prateda$0\n","995 - PotterthO\n","996 - PeAce0601\n","997 - PrinceSsL\n","998 - PACOWALO8\n","999 - Pufihaann\n","1000 - PERCELLO8\n","1001 - PowamuRFo\n","1002 - PV160279B\n","1003 - Punitol_n\n","1004 - Parkfun89\n","1005 - Pedrowibi\n","1006 - PRINDOM16\n","1007 - PHILTHEDD\n","1008 - Pallu2004\n","1009 - PSICOMBON\n","1010 - POITON999\n","1011 - Padhan#1k\n","1012 - PfpFnzX09\n","1013 - PAZZZ3832\n","1014 - PLAYESPI_\n","1015 - PATOITEFA\n","1016 - PECK0102B\n","1017 - PaunianGu\n","1018 - Pc7FRankS\n","1019 - PICKMYMie\n","1020 - PRouttoot\n","1021 - PFEMC0PEN\n","1022 - Pc5371726\n","1023 - Phillipe1\n","1024 - PAYANDAMA\n","1025 - PRINCESS1\n","1026 - PIMP12077\n","1027 - PECCI0401\n","1028 - PIPITO690\n","1029 - PLaYEtald\n","1030 - PUMITA100\n","1031 - Pupinloen\n","1032 - PODBOY090\n","1033 - Plipoteam\n","1034 - PIMBRNY@B\n","1035 - PASIZSIAN\n","1036 - PRINCESS4\n","1037 - Per9094er\n","1038 - PerRitoke\n","1039 - PUTE10769\n","1040 - Pw&Ev[e,i\n","1041 - PYMEGRUME\n","1042 - PHARDECTE\n","1043 - POGIINITA\n","1044 - PEDRO906M\n","1045 - PURFUL007\n","1046 - PYMAKFISH\n","1047 - PP3931272\n","1048 - Poody#168\n","1049 - PiggyMurh\n","1050 - Poltt0201\n","1051 - PINKMICER\n","1052 - PrINceSSg\n","1053 - PISCESTOR\n","1054 - PLANHILKE\n","1055 - Posas2408\n","1056 - PDHUBOLOS\n","1057 - Pmr540708\n","1058 - PIMPTEKIR\n","1059 - Phat-8678\n","1060 - PeWP0p197\n","1061 - Pawawak27\n","1062 - PaPAng200\n","1063 - PULICEE12\n","1064 - PUWONG428\n","1065 - Pink39942\n","1066 - PTFOVERAB\n","1067 - PINGMONK1\n","1068 - PLEASE113\n","1069 - POCTO6620\n","1070 - PINKIT112\n","1071 - Porlix320\n","1072 - PM6919817\n","1073 - PILLANNIE\n","1074 - Procote10\n","1075 - Pezc335k4\n","1076 - PARK999SO\n","1077 - PENNY2927\n","1078 - POTTERTOb\n","1079 - PANCER880\n","1080 - POPSIEPHE\n","1081 - PLAYBOY14\n","1082 - Priety.ca\n","1083 - Pr3s30627\n","1084 - PA13DESIR\n","1085 - PH250089B\n","1086 - PAROLA266\n","1087 - Playellon\n","1088 - Popt99896\n","1089 - Pedro2Q09\n","1090 - PUNU69741\n","1091 - Penbun189\n","1092 - Purunjoyi\n","1093 - Parcent19\n","1094 - Paysh5932\n","1095 - PXBxl2004\n","1096 - PlayboyJj\n","1097 - PAza97*!j\n","1098 - Punky6903\n","1099 - PRECIDE20\n","1100 - PtMaccchi\n","1101 - Pw333nzuS\n","1102 - POLETCAST\n","1103 - PLU$$$$$%\n","1104 - P49145490\n","1105 - Pleek4478\n","1106 - Pimpsier1\n","1107 - PDg080208\n","1108 - Pidboy945\n","1109 - PARCSLYN3\n","1110 - PRACAROLE\n","1111 - Pearl0829\n","1112 - Paul_ront\n","1113 - Peterpaul\n","1114 - PHINYSO16\n","1115 - PiaoW+T22\n","1116 - PONYHERNI\n","1117 - POLICE290\n","1118 - PAOLAMAY_\n","1119 - PPAUL3057\n","1120 - PO768TAYT\n","1121 - PUGHEAD!0\n","1122 - Pheong531\n","1123 - Pattetoke\n","1124 - POSCTALES\n","1125 - Piccitire\n","1126 - PIZZERNOO\n","1127 - PAULESEQF\n","1128 - PAMELAIDA\n","1129 - Pink2016t\n","1130 - PwCJ7RGeN\n","1131 - PULAPENOS\n","1132 - PATE82590\n","1133 - PallerS02\n","1134 - PHENTUX23\n","1135 - PURTOOACU\n","1136 - PANDANAZZ\n","1137 - PHU_js_20\n","1138 - Porta1101\n","1139 - PATCHESTI\n","1140 - PENNSA217\n","1141 - PHPNETIGE\n","1142 - ProkityGu\n","1143 - PELLETTE2\n","1144 - Pokyatedm\n","1145 - PENMUST86\n","1146 - PJDUN8228\n","1147 - PRINCESS1\n","1148 - Poadorais\n","1149 - PARE76883\n","1150 - POLY10117\n","1151 - PRETTYIN1\n","1152 - PIMPSITE1\n","1153 - PinKstar1\n","1154 - Pater1979\n","1155 - Pwillon30\n","1156 - Prideaks0\n","1157 - PEkiPO230\n","1158 - PIERFSTAH\n","1159 - PAINTS198\n","1160 - PINKCHUNN\n","1161 - PRLAAD211\n","1162 - PMB017484\n","1163 - PETITALEI\n","1164 - Pachos172\n","1165 - PINKFORE2\n","1166 - PASSWAVER\n","1167 - Pluy Love\n","1168 - PPS131and\n","1169 - PUNKERS35\n","1170 - Princessc\n","1171 - PuniPita2\n","1172 - PILLAdace\n","1173 - PAREMESTE\n","1174 - PATCHFRY3\n","1175 - PAULETO30\n","1176 - PALMIEDOW\n","1177 - Picis2004\n","1178 - Pokeriopa\n","1179 - PAWSILESS\n","1180 - PLAYNANNY\n","1181 - PhynEyMIc\n","1182 - PelMetrif\n","1183 - Praysayah\n","1184 - PAWMED UL\n","1185 - PekSexZge\n","1186 - PINKBOY16\n","1187 - Puksh0029\n","1188 - PILCE0705\n","1189 - Parola456\n","1190 - PIMPA7850\n","1191 - Platoon35\n","1192 - PLAYBABE3\n","1193 - PeAcHatOr\n","1194 - Paul06109\n","1195 - PBb939390\n","1196 - PAALOGIST\n","1197 - PEBILY75!\n","1198 - PriNCess4\n","1199 - PREASSREA\n","1200 - Police510\n","1201 - Pottless*\n","1202 - Pictingte\n","1203 - PERUNITAD\n","1204 - PIMPOWSUT\n","1205 - Priestsmi\n","1206 - PimpnIn43\n","1207 - Perco0524\n","1208 - PIPOKOSHI\n","1209 - PilZeyorl\n","1210 - PhotoP445\n","1211 - PRESANTE8\n","1212 - PITCH8125\n","1213 - PUCHACDEC\n","1214 - PIPA90948\n","1215 - PENNY_VIC\n","1216 - Pacveitul\n","1217 - Pj5KGNNI2\n","1218 - Poig00!!!\n","1219 - PInchUVDe\n","1220 - PONTOWN16\n","1221 - PENT584SA\n","1222 - Pamelatsv\n","1223 - POILPET12\n","1224 - PICTEROUG\n","1225 - PORTRUS80\n","1226 - PRINCESS9\n","1227 - Penboss44\n","1228 - Pordcard1\n","1229 - PgtsUcrt0\n","1230 - Pubasd23a\n","1231 - PRUESTICO\n","1232 - Potinbik2\n","1233 - PEACEM010\n","1234 - PRUEMANNE\n","1235 - Permildo6\n","1236 - Panicoman\n","1237 - PLUTIASMO\n","1238 - PAVILIOR1\n","1239 - PRESOOLoo\n","1240 - Philipski\n","1241 - POERAHYLE\n","1242 - Plovenyz0\n","1243 - PT1996050\n","1244 - POSSYPHSE\n","1245 - P12331269\n","1246 - P2PZR28s9\n","1247 - PIMPINHUS\n","1248 - PolupEn13\n","1249 - PABEOOGOS\n","1250 - POTT08725\n","1251 - Puffy0322\n","1252 - PlaCemirl\n","1253 - PATITUDEZ\n","1254 - Playboys2\n","1255 - PAcasdarK\n","1256 - Pennyperz\n","1257 - PESCWANG3\n","1258 - Pwyenmars\n","1259 - PADA12323\n","1260 - PARANUSHA\n","1261 - PICKGEHAN\n","1262 - Paloma200\n","1263 - PUNSMOY11\n","1264 - Picoctomi\n","1265 - Pek2icord\n","1266 - POIZIA029\n","1267 - Psolarge*\n","1268 - Piwina-na\n","1269 - PAIGINOTE\n","1270 - PutasUefu\n","1271 - POOLE8177\n","1272 - PO8A8LIPI\n","1273 - PFAVEE123\n","1274 - Prsjatc12\n","1275 - PLOY930MA\n","1276 - PHAT19786\n","1277 - Papper0WF\n","1278 - PITER1415\n","1279 - Pora0Limf\n","1280 - PeWbudgy1\n","1281 - POTA69'17\n","1282 - PAULOCOOP\n","1283 - PW1709199\n","1284 - Play@599t\n","1285 - Ph1C0rss@\n","1286 - Poohingwi\n","1287 - PAUL2CENT\n","1288 - PAFYCUDD3\n","1289 - PHILUCAME\n","1290 - Pt1110283\n","1291 - PaBSpirit\n","1292 - Princivew\n","1293 - PKZVPZW12\n","1294 - PROPES342\n","1295 - P3453wEsd\n","1296 - PELERO123\n","1297 - PONY52303\n","1298 - Pamahme77\n","1299 - Pioto4ido\n","1300 - Pf08/83-8\n","1301 - Paup0Pinx\n","1302 - POCOKER15\n","1303 - PKNXP94h8\n","1304 - PRESCUC3@\n","1305 - POMADEL00\n","1306 - PORTORD1N\n","1307 - Pamarossi\n","1308 - PELIANTEN\n","1309 - Pul210302\n","1310 - Panda@##$\n","1311 - Pruegusti\n","1312 - Pasi24198\n","1313 - PYRENY089\n","1314 - Pegocione\n","1315 - PON232166\n","1316 - Prettytoo\n","1317 - PEDDA1219\n","1318 - Pimperado\n","1319 - PWLSMC198\n","1320 - PUTHORT23\n","1321 - Parkjoy17\n","1322 - Passworda\n","1323 - PuTuca1Z3\n","1324 - PUNKANNIS\n","1325 - Pishleo58\n","1326 - Popisfore\n","1327 - PandaSiaa\n","1328 - PXLLOVEKO\n","1329 - POZ0612NU\n","1330 - Perrazhak\n","1331 - PekeCHipp\n","1332 - PATTCOCON\n","1333 - Polo68125\n","1334 - PRUETEODD\n","1335 - PRAEJACKU\n","1336 - Pipernite\n","1337 - Princess1\n","1338 - P55F7r4QE\n","1339 - P123RANDO\n","1340 - PBDB4life\n","1341 - POINTERGA\n","1342 - Pallatime\n","1343 - Pi757655c\n","1344 - PUSSTIM09\n","1345 - PEACHY456\n","1346 - PITT16058\n","1347 - Password0\n","1348 - Pritife13\n","1349 - PipCimpas\n","1350 - PADRATELO\n","1351 - PWiBcqczz\n","1352 - Prassudas\n","1353 - PPLR1510j\n","1354 - P4i5e0nE3\n","1355 - POPCITY73\n","1356 - PWENTUPOS\n","1357 - POTTIGIRL\n","1358 - PEACE12AH\n","1359 - P$Hhr10$%\n","1360 - PISNOW#11\n","1361 - Pdt3cHROC\n","1362 - PEN150420\n","1363 - PJN131963\n","1364 - PUTQBOb20\n","1365 - PRINCEZZD\n","1366 - POOTSY931\n","1367 - PASOLBED2\n","1368 - PEACEJAZZ\n","1369 - Prinsess_\n","1370 - PINECEAST\n","1371 - PINA85695\n","1372 - Pongolett\n","1373 - Prettywic\n","1374 - PILOTBizB\n","1375 - Punara455\n","1376 - PANDAKEYL\n","1377 - P72678782\n","1378 - Playboy52\n","1379 - Phatingsg\n","1380 - PTG114254\n","1381 - PEn2000zz\n","1382 - Pd3YzT7hw\n","1383 - P9tenda_k\n","1384 - Pathinos9\n","1385 - PET5612WO\n","1386 - Pf22MaFLG\n","1387 - PAMO12345\n","1388 - PUTN49084\n","1389 - PINA19431\n","1390 - PIpyBhber\n","1391 - PENA12793\n","1392 - Paty10240\n","1393 - PeNgTongu\n","1394 - Pretty450\n","1395 - PLIGATORJ\n","1396 - PIPELLORA\n","1397 - POPStonsa\n","1398 - Passion29\n","1399 - Pastintiz\n","1400 - POLSHA135\n","1401 - Portac17:\n","1402 - POKEY2410\n","1403 - PAAHJIV95\n","1404 - PIRATITUS\n","1405 - PLH461742\n","1406 - PAPINAAJE\n","1407 - PSteVanzE\n","1408 - PEMPER959\n","1409 - Ponchos17\n","1410 - PEORRIYAV\n","1411 - PSP123456\n","1412 - PENNSO77*\n","1413 - PREETY111\n","1414 - PINK1986T\n","1415 - PANdo#A!0\n","1416 - PRB1PEI63\n","1417 - PESAX1421\n","1418 - Pansathir\n","1419 - Pan1314!l\n","1420 - PXY5AnA21\n","1421 - POLKO2006\n","1422 - Prado@121\n","1423 - P2wFFZW,B\n","1424 - Pill21nor\n","1425 - PENSIMBDE\n","1426 - PrinceJan\n","1427 - PoPsdalgi\n","1428 - Pagarco12\n","1429 - POPPITO62\n","1430 - PLAYAKNOW\n","1431 - POPPOSCIT\n","1432 - Princess2\n","1433 - POOPCAT98\n","1434 - PelarITit\n","1435 - PAPED5BOD\n","1436 - PjbQ13581\n","1437 - PUASIANGO\n","1438 - PARIS1996\n","1439 - Piggy7702\n","1440 - PERUK0803\n","1441 - Pullie011\n","1442 - PATUPYAKA\n","1443 - Peepees77\n","1444 - Pensigneo\n","1445 - PHLSLAVAS\n","1446 - Pholobrd!\n","1447 - Parker691\n","1448 - PAULAELYS\n","1449 - PLUBSEMIR\n","1450 - Pedilla75\n","1451 - Perlube11\n","1452 - Pink1101?\n","1453 - PCHIGGVDY\n","1454 - PorbiLl0B\n","1455 - Pakitalee\n","1456 - PUCKY1483\n","1457 - PELCCONIS\n","1458 - PapyForg0\n","1459 - Passiongi\n","1460 - PlOkYNeil\n","1461 - Phe252009\n","1462 - PGLUVRAST\n","1463 - P2K1PETER\n","1464 - PAMELAELI\n","1465 - PANTLLYFO\n","1466 - PIRATTEHE\n","1467 - PERIKALU1\n","1468 - Pick12345\n","1469 - PT3Wallew\n","1470 - Pericano!\n","1471 - PO4T12345\n","1472 - PFD526277\n","1473 - Poli09125\n","1474 - PG1099279\n","1475 - PENNFUN10\n","1476 - Pappy3592\n","1477 - Punkies12\n","1478 - PINKMROBE\n","1479 - PDKQBeLLO\n","1480 - PEWEGEARJ\n","1481 - PaulLdine\n","1482 - PRINCE4GJ\n","1483 - PECTOV214\n","1484 - PRIPPOL12\n","1485 - PUPPYSS15\n","1486 - Pilmihtwi\n","1487 - Puppycat1\n","1488 - POOHKENDY\n","1489 - PERUGUMME\n","1490 - PAFLACHOG\n","1491 - Ps0601807\n","1492 - PINKMELIS\n","1493 - PANUVAK96\n","1494 - POTTOMMIT\n","1495 - PAINGOC16\n","1496 - PUNJAMES0\n","1497 - Pocket012\n","1498 - PizciA123\n","1499 - Papeleihu\n","1500 - PUNCECRAM\n","1501 - PqkYkM911\n","1502 - PoPSY6304\n","1503 - PRUBOT900\n","1504 - PETE13058\n","1505 - PRoveert0\n","1506 - Pm3447966\n","1507 - PROTRULES\n","1508 - Pointerli\n","1509 - PAULO1195\n","1510 - Pqrlebpa1\n","1511 - PSPNINO18\n","1512 - Patricksh\n","1513 - Ppiep@$$$\n","1514 - PETUH0119\n","1515 - PEGGIE139\n","1516 - Peac-game\n","1517 - Pauri7!!!\n","1518 - P30PARL1N\n","1519 - POKIE7047\n","1520 - Pilli010c\n","1521 - PO11/8355\n","1522 - PEB93MENS\n","1523 - Pookies36\n","1524 - PS19743_4\n","1525 - Pickye111\n","1526 - PlIg6love\n","1527 - Pupsy0639\n","1528 - PACHITMOR\n","1529 - PRESSD139\n","1530 - Panolora1\n","1531 - Pboatwati\n","1532 - POWLERSWE\n","1533 - Princessr\n","1534 - P5anNA%28\n","1535 - PONISYANN\n","1536 - PauliKenT\n","1537 - Poli17238\n","1538 - Pickmur25\n","1539 - P59061ZXC\n","1540 - Peen12109\n","1541 - POPPALOVE\n","1542 - PCX=6ZZ6.\n","1543 - PASSWAD44\n","1544 - Procion8*\n","1545 - PJ0l.two1\n","1546 - Pedrobell\n","1547 - Princess7\n","1548 - PECROFTHE\n","1549 - PRINSESSE\n","1550 - Pics79789\n","1551 - Pess00302\n","1552 - PinKiem12\n","1553 - PEARCC565\n","1554 - PilL_Yen0\n","1555 - PILI32408\n","1556 - Party-212\n","1557 - PUTI99341\n","1558 - Prsi4ever\n","1559 - PENS1965C\n","1560 - PHILOS130\n","1561 - PeDroSuxv\n","1562 - P53j86xo5\n","1563 - PUKELAMAR\n","1564 - Peteple17\n","1565 - PARTY7717\n","1566 - PN1674785\n","1567 - Pertigini\n","1568 - PNETT!!!!\n","1569 - PAWBZ5267\n","1570 - PETALYN75\n","1571 - PHOTORENZ\n","1572 - PROVE1793\n","1573 - Prya89***\n","1574 - Punksue22\n","1575 - Poncio000\n","1576 - PANCE7483\n","1577 - PETEROMAN\n","1578 - Patwoody8\n","1579 - PHUN01069\n","1580 - PIN404NEU\n","1581 - Pattasabe\n","1582 - Perianesa\n","1583 - Pop871y00\n","1584 - POSAUC160\n","1585 - POLAID797\n","1586 - PIPOCUCOL\n","1587 - PLAYMOT25\n","1588 - Pic797111\n","1589 - Proitity1\n","1590 - Puyontt4k\n","1591 - Philonpok\n","1592 - PaiNlin08\n","1593 - PlerboysQ\n","1594 - PUNNY6898\n","1595 - POUTMINIT\n","1596 - PRINTEONC\n","1597 - PRINcessa\n","1598 - PLUTOES20\n","1599 - PSW844254\n","1600 - Poump343$\n","1601 - P@@g&love\n","1602 - Pinco0025\n","1603 - POKE83219\n","1604 - PPMOL2570\n","1605 - PrOuL99Lu\n","1606 - PT0442002\n","1607 - Pekin2007\n","1608 - PAO199007\n","1609 - Pr21ZgYoV\n","1610 - PawsAndme\n","1611 - PPZZqMZqg\n","1612 - Piihuan10\n","1613 - Pastawet8\n","1614 - Portaneta\n","1615 - PENEERS24\n","1616 - Pean03273\n","1617 - PITZ571me\n","1618 - PRINCENSU\n","1619 - Peaxnpuss\n","1620 - Ptertin5e\n","1621 - PunktravK\n","1622 - PEKEWHOKO\n","1623 - PRPABDLDf\n","1624 - PRINCESST\n","1625 - Panda2812\n","1626 - PENNY1979\n","1627 - PABURRUSO\n","1628 - Pasimlo25\n","1629 - POO300012\n","1630 - PIDZO2431\n","1631 - PNNARHASH\n","1632 - PORYCINDA\n","1633 - PUMALS198\n","1634 - Ptyou1116\n","1635 - PoLikimia\n","1636 - PATUCELIN\n","1637 - Pbkr33178\n","1638 - Pmolloye9\n","1639 - PEANERSV4\n","1640 - Philipose\n","1641 - PINERINGC\n","1642 - PutBatq69\n","1643 - Puzzy6!!!\n","1644 - ParKer778\n","1645 - Penaqfalc\n","1646 - PORTILLO0\n","1647 - Popew3561\n","1648 - PAOLO9OVS\n","1649 - PINKYGOTC\n","1650 - PLAY O AD\n","1651 - PL3009400\n","1652 - Pinjuken8\n","1653 - PINGOMO10\n","1654 - PELILBIGI\n","1655 - P75714222\n","1656 - Paresel10\n","1657 - PicKLe082\n","1658 - PRUSS4312\n","1659 - PRICK_200\n","1660 - PHOENIX11\n","1661 - PHAKMITHI\n","1662 - POINTER3S\n","1663 - PLUBLE310\n","1664 - Phumepiac\n","1665 - PELOMOIRI\n","1666 - Puikura14\n","1667 - PLETO3ESC\n","1668 - PINKFOWLO\n","1669 - PUMPY2006\n","1670 - PRBJTMDwd\n","1671 - PILNODURI\n","1672 - Porcucha1\n","1673 - Pervero12\n","1674 - PITEATESA\n","1675 - PAULDOWN2\n","1676 - Pinopol08\n","1677 - Pretty778\n","1678 - Payasgo87\n","1679 - Pinkas050\n","1680 - POORLOVEY\n","1681 - Paulagibb\n","1682 - PROGASULY\n","1683 - PIDUS3380\n","1684 - PerryR@iu\n","1685 - PiNkKuGS2\n","1686 - PLAYDEV62\n","1687 - Por145154\n","1688 - PUNCHSIMU\n","1689 - Pra1ThWee\n","1690 - PERWEIENI\n","1691 - PHILLALOU\n","1692 - Pmelar55@\n","1693 - Piokitotr\n","1694 - Pumas1986\n","1695 - PERFECIDE\n","1696 - POLICE123\n","1697 - PRRS3P1CY\n","1698 - PKP555850\n","1699 - PIKLI0012\n","1700 - Powerboy5\n","1701 - Passwort1\n","1702 - PHADE0210\n","1703 - PAULBRA0-\n","1704 - Purples47\n","1705 - PASSWORDM\n","1706 - PoppyCats\n","1707 - PaxlosO10\n","1708 - PEPE10070\n","1709 - Pay8288LU\n","1710 - PUENTALIC\n","1711 - P3C3RVSDB\n","1712 - Pablonboo\n","1713 - POKEPODVU\n","1714 - PHETTER14\n","1715 - Pt_Love_1\n","1716 - PENS11058\n","1717 - PROLENOTA\n","1718 - Phetacaoq\n","1719 - PANDACONN\n","1720 - P1TY13333\n","1721 - Party4car\n","1722 - Peredrive\n","1723 - PETTIT021\n","1724 - Palsutie8\n","1725 - Pss036272\n","1726 - PronTia_1\n","1727 - Pj57055et\n","1728 - PEOCHUNTZ\n","1729 - PunkBlood\n","1730 - PeTeR4UJH\n","1731 - PIZZA5163\n","1732 - PREXY6191\n","1733 - Pawgateho\n","1734 - Pammer15b\n","1735 - Pitey89xa\n","1736 - POPARADA2\n","1737 - PlcK[oodx\n","1738 - PEYSHASLE\n","1739 - PerrltOri\n","1740 - PABFLRS90\n","1741 - Priorolin\n","1742 - PF1219272\n","1743 - Pupnriser\n","1744 - PEnnhart9\n","1745 - PLEAFAX24\n","1746 - Ptuiteaks\n","1747 - PANSASSAC\n","1748 - PAZYNEON9\n","1749 - PS0MOCHTH\n","1750 - PA13827FE\n","1751 - PARISATIV\n","1752 - PVAITY115\n","1753 - PigGy2001\n","1754 - PinkCute6\n","1755 - Piscmarle\n","1756 - PLAYERMAR\n","1757 - POCCIZZIT\n","1758 - PDU123zzj\n","1759 - PICKLOVEB\n","1760 - Parrhugo1\n","1761 - PMONEY545\n","1762 - PAUL8IHAW\n","1763 - PLAPEACAM\n","1764 - P110xl232\n","1765 - PIZNI1996\n","1766 - PARTWEADE\n","1767 - Pirades12\n","1768 - PRETTYIN2\n","1769 - PAPAS0911\n","1770 - Peacemone\n","1771 - PfpOtNw3F\n","1772 - Prostinau\n","1773 - PENSERSEN\n","1774 - P1W12ZWC2\n","1775 - Paloby#14\n","1776 - PppppPS96\n","1777 - PHILLIP22\n","1778 - Patricia2\n","1779 - Password9\n","1780 - PANUTE827\n","1781 - Puglet232\n","1782 - POSNoyzer\n","1783 - Pretty$10\n","1784 - PiMpk7y43\n","1785 - POOHBEATS\n","1786 - Panda9989\n","1787 - PREXY6999\n","1788 - PUDDYKOKE\n","1789 - P1sso7m1m\n","1790 - PENTZOMAN\n","1791 - Prilit1co\n","1792 - Pacoqin15\n","1793 - Pine91894\n","1794 - Pillgreen\n","1795 - Panick14_\n","1796 - POLPett19\n","1797 - Panulr05g\n","1798 - Peerrybre\n","1799 - Proudger8\n","1800 - PpC123457\n","1801 - PICA22196\n","1802 - PECCA0604\n","1803 - PHOebef14\n","1804 - POLY12249\n","1805 - PAPITO060\n","1806 - Print3s7W\n","1807 - PRISSEAY2\n","1808 - PERCHOCAU\n","1809 - Prayangat\n","1810 - Phoenc58.\n","1811 - PAPACHRIS\n","1812 - PJ23LOST3\n","1813 - Passoundv\n","1814 - PENNY8320\n","1815 - PObimherp\n","1816 - PALUMINE0\n","1817 - Princess4\n","1818 - PANATING0\n","1819 - PinK4life\n","1820 - PANAB1141\n","1821 - Putzu9@!!\n","1822 - PANAGRA94\n","1823 - Pumarusan\n","1824 - Pigahpase\n","1825 - Prasabluc\n","1826 - P.C.F.11.\n","1827 - PrInceSsG\n","1828 - PortadreW\n","1829 - PANQUIDAT\n","1830 - Puta77422\n","1831 - PASTU6952\n","1832 - PECCHIE09\n","1833 - Papkandai\n","1834 - PASSF117G\n","1835 - PRINCESS9\n","1836 - Paulagmit\n","1837 - P1sserney\n","1838 - PpaekbaBy\n","1839 - PENNYBOGS\n","1840 - PoDqballz\n","1841 - POLOETO11\n","1842 - PrPi23468\n","1843 - Paara1013\n","1844 - Pechunece\n","1845 - PAMA74564\n","1846 - Paperribe\n","1847 - Pmc1228tr\n","1848 - PAWSALA05\n","1849 - PAWLZ1965\n","1850 - PKK9JOVEE\n","1851 - Pgh336326\n","1852 - PRENCESSD\n","1853 - Password9\n","1854 - POOLSANCH\n","1855 - PXStatcor\n","1856 - PrilStJA$\n","1857 - PVTUIK711\n","1858 - PINEA=165\n","1859 - PIME24SCO\n","1860 - P6nca!xsi\n","1861 - Paul65861\n","1862 - PPWBS7779\n","1863 - Pauli1012\n","1864 - PIPERECET\n","1865 - Pipsuchar\n","1866 - POWHARAID\n","1867 - PLAYFURBu\n","1868 - PONTE3773\n","1869 - PENRIPNES\n","1870 - PrH4Uib20\n","1871 - PANTENNER\n","1872 - PMNRP3361\n","1873 - Primcerah\n","1874 - PUSSYBACA\n","1875 - PMPD10101\n","1876 - PICKLE$09\n","1877 - PonCes666\n","1878 - Punker86!\n","1879 - PAPASUTUA\n","1880 - PROPAZAR1\n","1881 - PGFETEBER\n","1882 - PUCE08541\n","1883 - Prissey10\n","1884 - Paytun173\n","1885 - PRENIA300\n","1886 - PL3sICCiF\n","1887 - Prosexy16\n","1888 - PJLL28200\n","1889 - PINK13REN\n","1890 - Piliticoz\n","1891 - Punk!@&@@\n","1892 - Pdk@221dA\n","1893 - PETOP2225\n","1894 - Paulzy_17\n","1895 - PAULL3006\n","1896 - PUTET2528\n","1897 - Pink12345\n","1898 - PEAURIMIO\n","1899 - PASPING07\n","1900 - P91401979\n","1901 - PY1220kys\n","1902 - PRESIONAD\n","1903 - P49SpULE1\n","1904 - Porta3378\n","1905 - Presko669\n","1906 - PummhellE\n","1907 - Pyen(K)*)\n","1908 - Paumaesuo\n","1909 - Pancasanj\n","1910 - PECEY21XT\n","1911 - Pink02272\n","1912 - POp3AnenC\n","1913 - Plusgers!\n","1914 - PrincesS1\n","1915 - PM1TNLEY7\n","1916 - Part11430\n","1917 - PERANSION\n","1918 - PURPLE123\n","1919 - PEymurran\n","1920 - PinyMarti\n","1921 - PerpernTs\n","1922 - PHANTISSU\n","1923 - Pendrummo\n","1924 - PRECIOUSO\n","1925 - Plusig!12\n","1926 - PYHC85205\n","1927 - Pat0solrs\n","1928 - POPCIRZER\n","1929 - Panciamo7\n","1930 - Punk17774\n","1931 - PeritDito\n","1932 - Pollowind\n","1933 - Paulo-131\n","1934 - PRISINKO1\n","1935 - PPPkp2tW0\n","1936 - PLANTEME1\n","1937 - POAIRITO1\n","1938 - Pasi91roa\n","1939 - PEOPLE051\n","1940 - PINKANDPA\n","1941 - Pimp463ps\n","1942 - PWWSY1234\n","1943 - PIX8Z2508\n","1944 - PASLOWLAN\n","1945 - P$S$$$0RD\n","1946 - Pinky1690\n","1947 - Potey0503\n","1948 - Palmiedog\n","1949 - PHILSLUIS\n","1950 - P0lto0022\n","1951 - P@NDS0712\n","1952 - Pigspumne\n","1953 - Paklole10\n","1954 - PipPatori\n","1955 - PLAYBOIG1\n","1956 - POYLONGSA\n","1957 - PLAYBOYPO\n","1958 - Paula2859\n","1959 - Paudiexav\n","1960 - PENNALOGU\n","1961 - PEANUT780\n","1962 - P0erass09\n","1963 - Parcurate\n","1964 - P5mkCx95h\n","1965 - Progo5137\n","1966 - PIKOCHINS\n","1967 - Pr0$linia\n","1968 - PUNKIE_09\n","1969 - PploPhoro\n","1970 - POPIULICE\n","1971 - PRINCESSE\n","1972 - PHILDJett\n","1973 - Painnergi\n","1974 - POGIGO157\n","1975 - PILLABOOY\n","1976 - PeCqe1234\n","1977 - PESTOCR22\n","1978 - POO064622\n","1979 - PaSsword_\n","1980 - PWORT!!!!\n","1981 - Punkart75\n","1982 - PIKzMAnA8\n","1983 - PENSAM121\n","1984 - Puppy6896\n","1985 - Priace__8\n","1986 - PUMPYDUMB\n","1987 - Picc_proy\n","1988 - PINK52009\n","1989 - Pfs17lOVE\n","1990 - PINGO....\n","1991 - Pocomeja1\n","1992 - Penonron3\n","1993 - Pacobigpl\n","1994 - POEZ12345\n","1995 - P2GANGMEN\n","1996 - POLETTE12\n","1997 - Pafety141\n","1998 - PADWEY123\n","1999 - Ppspizzle\n","2000 - PIMPIN225\n","2001 - PIMPIN294\n","2002 - Putry9459\n","2003 - Prettyftt\n","2004 - PRIHATON1\n","2005 - PASSWORDZ\n","2006 - Pl_BoY001\n","2007 - PxNT-MmmM\n","2008 - PainXkD78\n","2009 - PaZZz4b.4\n","2010 - PIMPUIT12\n","2011 - P2703743H\n","2012 - PD011368M\n","2013 - PROX60220\n","2014 - PATac2252\n","2015 - Princessl\n","2016 - PHILENCEM\n","2017 - PARRATONi\n","2018 - Pros1505d\n","2019 - Ptuyg0022\n","2020 - PeNpenpin\n","2021 - Pitch123T\n","2022 - PAPASA690\n","2023 - PORTugNAg\n","2024 - PORTASMOX\n","2025 - Ponkerlov\n","2026 - PWPt23039\n","2027 - PONCLEVVE\n","2028 - PADOFASII\n","2029 - Pup634465\n","2030 - PRINCES19\n","2031 - PLAY1105P\n","2032 - Princessf\n","2033 - Pretty#!!\n","2034 - PPP8rPDEm\n","2035 - Pinky3Poo\n","2036 - Polatorce\n","2037 - Pengo2000\n","2038 - PRITSHAI1\n","2039 - Pray1121t\n","2040 - Pom556144\n","2041 - PINKIE#10\n","2042 - PC1RUBA2N\n","2043 - PUKELANGI\n","2044 - Parlpay20\n","2045 - POPCOPT80\n","2046 - Palitonty\n","2047 - PD0DIAMOR\n","2048 - Peteteos3\n","2049 - PRO198808\n","2050 - POLICE123\n","2051 - Purpzz070\n","2052 - PROPETCHE\n","2053 - PHMMEGODH\n","2054 - PELLETTET\n","2055 - PITUMONTE\n","2056 - Piroch@ao\n","2057 - Pogitommi\n","2058 - Parkopars\n","2059 - PIKINSIMB\n","2060 - Pushan310\n","2061 - PRINCESS*\n","2062 - PYLSON123\n","2063 - P1NT7ZZZX\n","2064 - PINLARIUL\n","2065 - Peace0611\n","2066 - P5XH81525\n","2067 - Pooh69446\n","2068 - Patkurenn\n","2069 - PENNY1237\n","2070 - Pera32809\n","2071 - Playmatt3\n","2072 - PUSSY9996\n","2073 - PEPETEAMO\n","2074 - Pen452501\n","2075 - PinguLuis\n","2076 - PATIAL305\n","2077 - PMOCIONAL\n","2078 - Pineybati\n","2079 - Pac6horsl\n","2080 - PSA0NT198\n","2081 - Po7mgDxnv\n","2082 - Puher111s\n","2083 - PRISSIE80\n","2084 - PLUTICAA5\n","2085 - PASSA9815\n","2086 - Papito#10\n","2087 - PENNYFORD\n","2088 - Paola9180\n","2089 - PPLUAME12\n","2090 - PLAYWATTE\n","2091 - PChiungdo\n","2092 - Pg47orlov\n","2093 - PARIA7647\n","2094 - PLYMYUVPE\n","2095 - P100nMeri\n","2096 - POLLINSTA\n","2097 - POOKOOOOO\n","2098 - PlcCx1oal\n","2099 - PARENSAYA\n","2100 - Pariria13\n","2101 - PopdoDgEr\n","2102 - PuPPYtUTe\n","2103 - PET4DOSTH\n","2104 - PETETG178\n","2105 - Pezluca*1\n","2106 - PCOCKERNE\n","2107 - PHILLIPT0\n","2108 - PORCADACE\n","2109 - Pennie559\n","2110 - PADFNJERJ\n","2111 - PFWW6DuUr\n","2112 - PINK12310\n","2113 - Pendoni21\n","2114 - PE2xSTICI\n","2115 - Pa123hku9\n","2116 - PEepeetje\n","2117 - PEPCHEN15\n","2118 - POPERFATA\n","2119 - PETeSissc\n","2120 - Project74\n","2121 - PCT101720\n","2122 - PhaXa7472\n","2123 - PP699F9Yt\n","2124 - Pirato+ko\n","2125 - Pu531oScj\n","2126 - PasoPua12\n","2127 - Pumpkins9\n","2128 - POSTMINE8\n","2129 - PAUCAL6OP\n","2130 - POSTMARER\n","2131 - PalkAt123\n","2132 - PP-MANARP\n","2133 - PABMAKEP9\n","2134 - POOKA0072\n","2135 - Penaten09\n","2136 - PASMAWA69\n","2137 - Poook6118\n","2138 - PAVOLOCAT\n","2139 - PWINMIS@Y\n","2140 - PINKTOP31\n","2141 - PEEZESE19\n","2142 - Pedro7381\n","2143 - PIKYKALIY\n","2144 - POLIPEACE\n","2145 - PIKCHRISE\n","2146 - PVULLADOL\n","2147 - P02000923\n","2148 - Pircheto3\n","2149 - PS2SOCUA8\n","2150 - PEACESILT\n","2151 - POLETRONZ\n","2152 - Penacikad\n","2153 - PETCHIENM\n","2154 - PRUNOMEGE\n","2155 - PAZAME255\n","2156 - PeTeLinan\n","2157 - PenguinHa\n","2158 - PASCOR123\n","2159 - POLYPOPO3\n","2160 - PARKERAND\n","2161 - PHOENIXY6\n","2162 - PINTY9190\n","2163 - PISERS080\n","2164 - PHITT11`P\n","2165 - Piatapa00\n","2166 - PKDDV8231\n","2167 - PsP11PIeN\n","2168 - PUCA123RO\n","2169 - Puns13882\n","2170 - PurFub123\n","2171 - POISTMOUA\n","2172 - P3Y1252MF\n","2173 - Peeyfish3\n","2174 - Playmay56\n","2175 - PREDADOSD\n","2176 - PAPAWANGS\n","2177 - PETCOELO2\n","2178 - Pheeboy32\n","2179 - Pepecevi0\n","2180 - PINTERNTH\n","2181 - Piece9317\n","2182 - P75MmddF1\n","2183 - Pudemikie\n","2184 - PRB175929\n","2185 - PEKAOSDEA\n","2186 - Padan6556\n","2187 - PUCUMERRY\n","2188 - Palmusluv\n","2189 - Prusting1\n","2190 - Princess1\n","2191 - Pennprome\n","2192 - PX0319351\n","2193 - PUJUMES52\n","2194 - Papolti07\n","2195 - PipukaVal\n","2196 - PCKZFtbvo\n","2197 - PA1LADA85\n","2198 - PaydoN200\n","2199 - Ponychevr\n","2200 - PUNKY0210\n","2201 - PALLPELE2\n","2202 - PICALAL87\n","2203 - PINKY4THE\n","2204 - PENNY1425\n","2205 - PANIELOTU\n","2206 - PIROBOY!!\n","2207 - PENNY9631\n","2208 - PakPostic\n","2209 - PONGAHMAM\n","2210 - Palmechiz\n","2211 - Poto-24,2\n","2212 - PhOEnitH0\n","2213 - PARTY!!!!\n","2214 - Passpless\n","2215 - PX6109064\n","2216 - POTTING12\n","2217 - P1JLWW7iH\n","2218 - PMS719696\n","2219 - PAFHAITIN\n","2220 - PorKerbus\n","2221 - PLANT~123\n","2222 - PUTPEGALA\n","2223 - Picsalabi\n","2224 - Passarior\n","2225 - Pedro3026\n","2226 - PI02RSAWA\n","2227 - Peiphi111\n","2228 - Patcdqng6\n","2229 - PGFZJR117\n","2230 - PINK!3116\n","2231 - POCO15495\n","2232 - Pesito290\n","2233 - PAMELITOS\n","2234 - PERUTTIGA\n","2235 - Primps342\n","2236 - PIMPL123/\n","2237 - PINGO0926\n","2238 - PETRUIZZZ\n","2239 - Puppyches\n","2240 - PATTY1JOS\n","2241 - PETROTTEO\n","2242 - Price666#\n","2243 - PM1811931\n","2244 - PRA4UDON!\n","2245 - PLUNEPLAY\n","2246 - PARATICIA\n","2247 - PEKKIL241\n","2248 - PHARROITE\n","2249 - PENNY8559\n","2250 - PREVUST24\n","2251 - PITICAMET\n","2252 - PIROCA390\n","2253 - PoRtaz052\n","2254 - PITCHSTIL\n","2255 - Penita_07\n","2256 - PRINCESSA\n","2257 - Perca1314\n","2258 - PrEmguier\n","2259 - PLAYPOOP0\n","2260 - PUNKNARIS\n","2261 - PRICKS513\n","2262 - PLATYSREA\n","2263 - Pink88002\n","2264 - PACf4eva_\n","2265 - P31234567\n","2266 - PAIGELANC\n","2267 - PRO6PNG.I\n","2268 - PIM685002\n","2269 - PALKINS*_\n","2270 - PIKS44412\n","2271 - Prock1101\n","2272 - People123\n","2273 - Pace*07Ro\n","2274 - Paulchild\n","2275 - PINKLOVER\n","2276 - Pen1Blubb\n","2277 - PIKITAS17\n","2278 - Pr7k5cq46\n","2279 - PRUTOMOAH\n","2280 - PUNKER935\n","2281 - Poetie198\n","2282 - Petro1718\n","2283 - Padayi681\n","2284 - Plushitpe\n","2285 - PERRUS.A1\n","2286 - PizZaracK\n","2287 - Precentoc\n","2288 - POH777593\n","2289 - PLOPPY248\n","2290 - Phanton07\n","2291 - Paradi270\n","2292 - PBS138262\n","2293 - Paisaok79\n","2294 - POUNTER28\n","2295 - POOH30110\n","2296 - PeinheeZe\n","2297 - Princessy\n","2298 - Peters981\n","2299 - ProtG4evA\n","2300 - PIROVA122\n","2301 - Paulhopet\n","2302 - Peanuts17\n","2303 - PABAROLLA\n","2304 - PAlsita77\n","2305 - Pritting7\n","2306 - PoisON028\n","2307 - PEN OK911\n","2308 - PUREIE105\n","2309 - PUbby2chi\n","2310 - P256jo9of\n","2311 - PRUESTIN0\n","2312 - Patow1980\n","2313 - Pussy1980\n","2314 - PAVANDHEP\n","2315 - PONY60116\n","2316 - Paul26031\n","2317 - Pir7Massi\n","2318 - Pani33455\n","2319 - PATJANI12\n","2320 - PENNSTARD\n","2321 - PARLMC777\n","2322 - PICkiSort\n","2323 - Polleto17\n","2324 - PAwn38277\n","2325 - PAUDEARTO\n","2326 - Perth!!%%\n","2327 - PANAGU122\n","2328 - Pingounat\n","2329 - PIGS12345\n","2330 - P39132651\n","2331 - PHEACETEA\n","2332 - PIMPRUSAR\n","2333 - PXN2905At\n","2334 - PUPDLESZA\n","2335 - PLAYE2747\n","2336 - P9619599e\n","2337 - Per299e33\n","2338 - PEDmn3dx1\n","2339 - PENNMORTB\n","2340 - PENTIN130\n","2341 - Palon1979\n","2342 - POT0UDY2G\n","2343 - Pompierma\n","2344 - PAARPEN47\n","2345 - Porteless\n","2346 - Paulizata\n","2347 - P@pakora1\n","2348 - Puchiclov\n","2349 - Princener\n","2350 - PIEZZEEH2\n","2351 - PENGUI111\n","2352 - Peralove0\n","2353 - Prbnc%5$$\n","2354 - PWITT1310\n","2355 - PROBERCHE\n","2356 - PELAMA080\n","2357 - Peultt250\n","2358 - P1relyan2\n","2359 - PIZZA6665\n","2360 - Penys4Hed\n","2361 - POLLITBOB\n","2362 - PCMEN1234\n","2363 - Prince>?!\n","2364 - Pangson88\n","2365 - PIKXO0077\n","2366 - Privation\n","2367 - PeakHuske\n","2368 - Pedro5116\n","2369 - POQPUSSEE\n","2370 - PriNsz231\n","2371 - PUCHa2005\n","2372 - P4uu9pOmt\n","2373 - PACOLEON2\n","2374 - Pr0ruler3\n","2375 - PATCHERJO\n","2376 - Password@\n","2377 - Poopy2432\n","2378 - PQp123194\n","2379 - PHerumB93\n","2380 - Pcarthart\n","2381 - P14788313\n","2382 - Pliemore!\n","2383 - Peggis071\n","2384 - PERTECA05\n","2385 - PolinHulu\n","2386 - PORT23TIR\n","2387 - PlEase123\n","2388 - PIMOMO617\n","2389 - PALLAHEDO\n","2390 - PwLove168\n","2391 - Pigtan112\n","2392 - Pattlau20\n","2393 - POOXLANE2\n","2394 - PALYSSIN1\n","2395 - PINCHIA14\n","2396 - Pintits--\n","2397 - Picaphill\n","2398 - PGYktL0nd\n","2399 - Pier_2583\n","2400 - Pigletana\n","2401 - Patitun07\n","2402 - PLANDENEK\n","2403 - PLAYMOOTH\n","2404 - Pekin1540\n","2405 - PlendocTo\n","2406 - PACHUNXIN\n","2407 - PARISEA22\n","2408 - PlUleratu\n","2409 - PADSEX200\n","2410 - P3Lm43K5v\n","2411 - PNC201934\n","2412 - Princessn\n","2413 - Puguisal0\n","2414 - PunyahGur\n","2415 - PRSCUTEOR\n","2416 - PHETRIX!3\n","2417 - PHAIJONGN\n","2418 - PITTHEALE\n","2419 - PPP09APPR\n","2420 - PRISSYEUA\n","2421 - PEANUTSBO\n","2422 - PERLUVERI\n","2423 - PODDICHIC\n","2424 - PLEYGUY51\n","2425 - PKDOLLA11\n","2426 - Placeed14\n","2427 - Pock01542\n","2428 - PERISTEIN\n","2429 - PJVqRce77\n","2430 - Puranie11\n","2431 - PEYTONYT1\n","2432 - PRIMEGMON\n","2433 - PAZZzzl33\n","2434 - Puroparia\n","2435 - PzZ8zWzZT\n","2436 - PCNDADDY1\n","2437 - PIKILITMO\n","2438 - PERNYTAY5\n","2439 - POHLEON34\n","2440 - PATRICION\n","2441 - PB091203Q\n","2442 - P9VA1^TKK\n","2443 - Pello123@\n","2444 - Ponnez156\n","2445 - Pf37g2hdC\n","2446 - POLLITUUS\n","2447 - PIROKOM2C\n","2448 - PQMZJHL3O\n","2449 - PRANCESIS\n","2450 - Perez2545\n","2451 - Petramesl\n","2452 - POPPYBOO0\n","2453 - POBOANATA\n","2454 - PG2419883\n","2455 - PETEALAME\n","2456 - PHISTURIA\n","2457 - Piplwsula\n","2458 - PAND8POLI\n","2459 - P0LY4f63R\n","2460 - PENFUEI59\n","2461 - P0704!(th\n","2462 - PsIcOrjoV\n","2463 - P-SAVER91\n","2464 - PURPLETM0\n","2465 - PAMSAN110\n","2466 - PJoRgeZhF\n","2467 - PENISTEBA\n","2468 - Pe6xrun25\n","2469 - Pness3172\n","2470 - POOLBOWG0\n","2471 - PACKANDBE\n","2472 - PUNKYDONW\n","2473 - PATTY1021\n","2474 - PAVOUDLEW\n","2475 - PIMPILLM4\n","2476 - PANDALAGO\n","2477 - PrIm12216\n","2478 - PRESIOSO1\n","2479 - PEIBEANA1\n","2480 - PHARELTGU\n","2481 - Pelea4lif\n","2482 - Papimania\n","2483 - PLANTkOM7\n","2484 - PrinCE*Mi\n","2485 - PIYO12345\n","2486 - PIERC7545\n","2487 - Pretty179\n","2488 - PENPENR23\n","2489 - Purepash3\n","2490 - PUMSIRHY1\n","2491 - POUNCETAN\n","2492 - Pelusta$!\n","2493 - Playlunth\n","2494 - Protuqag2\n","2495 - Peache123\n","2496 - P5U7DrUN9\n","2497 - PLUG<3U24\n","2498 - POPLE6969\n","2499 - PTJMD1011\n","2500 - PN2326788\n","2501 - PRYEATELS\n","2502 - Prisadoni\n","2503 - PERGELADI\n","2504 - Polo05090\n","2505 - POTTERNEE\n","2506 - PUTOCows6\n","2507 - Priscilla\n","2508 - PT1314023\n","2509 - PRINCESSR\n","2510 - PEREZ4EVE\n","2511 - PxTs13410\n","2512 - Potatomar\n","2513 - Password1\n","Model took 2513 attempts to find password - Password1\n"]}]},{"cell_type":"code","source":["passwds[:10]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TUtw8NeS1MOY","executionInfo":{"status":"ok","timestamp":1655842000380,"user_tz":420,"elapsed":40,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"c38f0f29-ac63-4471-ad99-77ebf9476056"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['12STEVEN',\n"," 'pedroantunescaetano',\n"," 'nanlovekeng',\n"," 'cyvoet',\n"," '2011kaid',\n"," 'ctcdolf',\n"," 'bottan',\n"," 'mipollito1',\n"," 'jmkis2',\n"," 'donuttop']"]},"metadata":{},"execution_count":174}]},{"cell_type":"code","source":["num_pass_w_char = {}\n","\n","for p in passwds:\n","  if p[0] not in num_pass_w_char:\n","    num_pass_w_char[p[0]] = 1\n","  else:\n","    num_pass_w_char[p[0]] += 1"],"metadata":{"id":"bhD_itb037hV"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["num_pass_w_char"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DECbTrTY5OV1","executionInfo":{"status":"ok","timestamp":1655842368284,"user_tz":420,"elapsed":72,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"8d83b039-b020-4cbf-c3af-add67a46eaa0"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'1': 823206,\n"," 'p': 608522,\n"," 'n': 423416,\n"," 'c': 787150,\n"," '2': 521474,\n"," 'b': 775680,\n"," 'm': 1049670,\n"," 'j': 665901,\n"," 'd': 633793,\n"," 'k': 568850,\n"," '9': 282543,\n"," 'i': 346747,\n"," '7': 220206,\n"," 'g': 404797,\n"," 'B': 115107,\n"," 'z': 130732,\n"," 'v': 184468,\n"," 'f': 370375,\n"," 'h': 393561,\n"," '0': 1015982,\n"," 'A': 119926,\n"," 'y': 165067,\n"," 'K': 73485,\n"," '8': 231216,\n"," 't': 631618,\n"," 'a': 913219,\n"," 's': 1045484,\n"," 'r': 517768,\n"," 'l': 679391,\n"," 'G': 59707,\n"," '5': 275344,\n"," 'M': 144893,\n"," '6': 219532,\n"," '*': 23749,\n"," 'D': 93139,\n"," '4': 287482,\n"," '.': 6830,\n"," 'w': 252915,\n"," 'H': 57762,\n"," 'u': 85352,\n"," 'O': 22780,\n"," 'q': 64662,\n"," '\"': 1184,\n"," 'P': 82620,\n"," 'S': 144318,\n"," 'o': 174433,\n"," '#': 8665,\n"," 'F': 52735,\n"," 'x': 75198,\n"," 'T': 91790,\n"," 'L': 98330,\n"," 'e': 365722,\n"," 'E': 48011,\n"," 'I': 46595,\n"," '3': 291181,\n"," 'C': 106820,\n"," 'R': 74293,\n"," 'U': 12783,\n"," 'J': 96716,\n"," 'V': 25220,\n"," '@': 10417,\n"," 'X': 9974,\n"," 'Z': 16804,\n"," 'N': 56403,\n"," '/': 1964,\n"," 'Q': 11284,\n"," '_': 3909,\n"," 'W': 33665,\n"," 'Y': 20822,\n"," '<': 2359,\n"," '+': 2042,\n"," '{': 504,\n"," '!': 9348,\n"," '`': 1002,\n"," '$': 8467,\n"," '~': 2736,\n"," '(': 7869,\n"," '-': 4317,\n"," '[': 2716,\n"," '&': 961,\n"," '?': 1169,\n"," ')': 443,\n"," ' ': 713,\n"," ';': 1338,\n"," '\\\\': 559,\n"," '%': 941,\n"," ',': 1905,\n"," '^': 666,\n"," '=': 1193,\n"," '|': 168,\n"," \"'\": 463,\n"," ']': 393,\n"," ':': 712,\n"," '>': 217,\n"," '}': 59}"]},"metadata":{},"execution_count":178}]},{"cell_type":"code","source":["len(num_pass_w_char)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T4lOe_XO5PI-","executionInfo":{"status":"ok","timestamp":1655842421615,"user_tz":420,"elapsed":40,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"745cbf35-c37e-42bc-ee5a-d75185c3f40d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["95"]},"metadata":{},"execution_count":179}]},{"cell_type":"code","source":["sum(num_pass_w_char.values())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ofhljU9z652f","executionInfo":{"status":"ok","timestamp":1655842848551,"user_tz":420,"elapsed":41,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"bdd58e34-eee2-4076-d358-0fb760705e75"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["18308617"]},"metadata":{},"execution_count":194}]},{"cell_type":"code","source":["len(passwds)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"aTvcd9Vr7NDx","executionInfo":{"status":"ok","timestamp":1655842861094,"user_tz":420,"elapsed":35,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"15282474-28dc-4901-edd3-fc8fb178d53a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["18308617"]},"metadata":{},"execution_count":195}]},{"cell_type":"code","source":["prob_pass_start_chars = dict([(k, num_pass_w_char[k]/len(passwds)) for k in num_pass_w_char])"],"metadata":{"id":"Kkphal3N7P2i"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["sorted_num_pass_w_char = sorted(prob_pass_start_chars.items(), key=lambda x:x[1])"],"metadata":{"id":"PuCWyrGN5vgx"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["sorted_num_pass_w_char[-10:]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1a3BpFmG5jqs","executionInfo":{"status":"ok","timestamp":1655843175090,"user_tz":420,"elapsed":50,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"530455bc-2ea5-4574-a1fe-a695c62e5911"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[('d', 0.03461719691880605),\n"," ('j', 0.03637090666105474),\n"," ('l', 0.037107718185376865),\n"," ('b', 0.04236693574397236),\n"," ('c', 0.04299341670646122),\n"," ('1', 0.04496276261609492),\n"," ('a', 0.04987919076574708),\n"," ('0', 0.05549201231310918),\n"," ('s', 0.05710338470677496),\n"," ('m', 0.057332020217583886)]"]},"metadata":{},"execution_count":207}]},{"cell_type":"code","source":["char_dist = dict(sorted_num_pass_w_char)"],"metadata":{"id":"PrAJgRiVTfkK"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gen_rand_pass = gen_passwords_random(100, pass_len=5, start_char='m')"],"metadata":{"id":"vwBkag_v5qLW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["gen_rand_pass"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eruImrxF82Qq","executionInfo":{"status":"ok","timestamp":1655843289479,"user_tz":420,"elapsed":30,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"7b4249c5-966b-4994-dc86-35be380187d9"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['m!g~=',\n"," 'mDxdX',\n"," 'm39wP',\n"," 'm8xzL',\n"," 'mue9g',\n"," 'm;t?u',\n"," 'ml=}\\\\',\n"," 'm;q&F',\n"," 'mmTai',\n"," 'mBaw8',\n"," 'mO.w6',\n"," 'm(kX)',\n"," 'mz1qY',\n"," 'm)kv3',\n"," 'm)+tJ',\n"," 'm6Xk4',\n"," 'mqR!t',\n"," 'm#=p9',\n"," 'm\\\\)W6',\n"," 'mRw\\\\N',\n"," 'm!o$B',\n"," 'mzy5N',\n"," 'mG8m@',\n"," 'mA+kv',\n"," 'mJno&',\n"," 'm6HNH',\n"," 'mqPN{',\n"," 'mEeM.',\n"," 'm|)fO',\n"," 'mU=g\\\\',\n"," 'm#A}A',\n"," 'ms3hF',\n"," 'mPYrz',\n"," 'ms<(Z',\n"," 'm-evW',\n"," 'm4E.G',\n"," 'mp?rm',\n"," 'mayaE',\n"," 'm\"^F`',\n"," 'myZ?L',\n"," 'm7UOo',\n"," 'm1]/s',\n"," 'mXo&~',\n"," \"mU'0y\",\n"," 'mhB!<',\n"," \"mH'7#\",\n"," 'mSYZe',\n"," 'm54|O',\n"," \"m&'Z=\",\n"," 'm5YWX',\n"," 'm$&ao',\n"," 'm2!yS',\n"," 'm=G:i',\n"," 'mJMST',\n"," 'm6\"Z4',\n"," 'mD7ZI',\n"," 'mFq[+',\n"," 'm\\\\Z\\\\1',\n"," 'mcHqd',\n"," 'm)Fd=',\n"," 'my%or',\n"," 'm+`rZ',\n"," 'm9U?$',\n"," 'm\\\\wA$',\n"," 'm{.Gy',\n"," 'mFTA]',\n"," 'mCwTI',\n"," 'm(BIF',\n"," 'm0,L:',\n"," 'm^>y@',\n"," 'mk3#\\\\',\n"," 'mWW<8',\n"," 'm<fVf',\n"," 'me]nj',\n"," \"m^g'l\",\n"," 'm[K3n',\n"," 'mDmb.',\n"," 'm_pQC',\n"," 'mcV2y',\n"," 'mwB@#',\n"," 'm/<bn',\n"," 'mkfXW',\n"," 'm.CVr',\n"," 'mffeM',\n"," 'm0*=&',\n"," 'mF>/1',\n"," 'm(px\\\\',\n"," 'm|=52',\n"," 'mo]Y<',\n"," 'm{kHT',\n"," 'mPxQg',\n"," 'mbA%D',\n"," 'mL)ag',\n"," 'm],7w',\n"," 'mbkiq',\n"," 'mR%66',\n"," 'mBpsL',\n"," 'm~=HX',\n"," 'm}MA)',\n"," 'm(hNY']"]},"metadata":{},"execution_count":209}]},{"cell_type":"code","source":["fnd_pass = check_pwned(gen_rand_pass)"],"metadata":{"id":"1ea1INbR83jP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["fnd_pass"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3ghppGYM888d","executionInfo":{"status":"ok","timestamp":1655843325073,"user_tz":420,"elapsed":56,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"d580330c-dd5b-4270-c004-64b3591b6f81"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{}"]},"metadata":{},"execution_count":211}]},{"cell_type":"code","source":["import random\n","\n","def gen_passwords(model, num, pass_len=5, seq_len=3, start_char=None):\n","  passwords = []\n","  gen_char = False\n","  if start_char is None:\n","    gen_char = True\n","  for i in range(num):\n","    # if start char is none, then randomly pick start_char\n","    if gen_char:\n","      start_char = indices_char[random.randint(1, len(char_indices) - 1)]\n","    passwords.append(pwds_from_chars(model, start_char, pass_len))\n","  return passwords"],"metadata":{"id":"TAL7cpBc9APE"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["random_preds = {}\n","model_preds = {}\n","\n","total_num_pass = 100\n","pass_length = 5\n","\n","for i in vocab:\n","  gen_rand_pass = gen_passwords_random(total_num_pass, pass_len=pass_length, start_char=i)\n","  random_preds[i] = len(check_pwned(gen_rand_pass))/total_num_pass\n","  gen_pass = gen_passwords(new_one_step_model, total_num_pass, pass_len=pass_length, start_char=i)\n","  model_preds[i] = len(check_pwned(gen_pass))/total_num_pass\n","  print(f\"char '{i}' : char dist {char_dist[i]}, random password prob {random_preds[i]}, model password prob: {model_preds[i]}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OJcCQ5CMANUf","executionInfo":{"status":"ok","timestamp":1655851841592,"user_tz":420,"elapsed":2562430,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"6fa02453-18c2-4fd0-91e6-0995383a9bd6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["char ' ' : char dist 3.894341118174027e-05, random password prob 0.0, model password prob: 0.05\n","char '!' : char dist 0.0005105792534739243, random password prob 0.0, model password prob: 0.09\n","char '\"' : char dist 6.466900257949577e-05, random password prob 0.0, model password prob: 0.02\n","char '#' : char dist 0.00047327441499267806, random password prob 0.0, model password prob: 0.05\n","char '$' : char dist 0.00046245983516941775, random password prob 0.0, model password prob: 0.09\n","char '%' : char dist 5.139656370549452e-05, random password prob 0.0, model password prob: 0.01\n","char '&' : char dist 5.2488945505823845e-05, random password prob 0.0, model password prob: 0.03\n","char ''' : char dist 2.5288638677623767e-05, random password prob 0.0, model password prob: 0.01\n","char '(' : char dist 0.0004297976193395711, random password prob 0.0, model password prob: 0.01\n","char ')' : char dist 2.4196256877294447e-05, random password prob 0.0, model password prob: 0.01\n","char '*' : char dist 0.0012971487688010514, random password prob 0.0, model password prob: 0.17\n","char '+' : char dist 0.00011153218181362361, random password prob 0.0, model password prob: 0.01\n","char ',' : char dist 0.00010404936648136776, random password prob 0.0, model password prob: 0.0\n","char '-' : char dist 0.0002357906116010838, random password prob 0.0, model password prob: 0.04\n","char '.' : char dist 0.0003730483848124629, random password prob 0.0, model password prob: 0.07\n","char '/' : char dist 0.00010727189279233925, random password prob 0.0, model password prob: 0.02\n","char '0' : char dist 0.05549201231310918, random password prob 0.0, model password prob: 0.9\n","char '1' : char dist 0.04496276261609492, random password prob 0.01, model password prob: 0.71\n","char '2' : char dist 0.0284824353472466, random password prob 0.0, model password prob: 0.75\n","char '3' : char dist 0.015904041250084593, random password prob 0.0, model password prob: 0.77\n","char '4' : char dist 0.015702005236113682, random password prob 0.0, model password prob: 0.8\n","char '5' : char dist 0.015039038721493819, random password prob 0.0, model password prob: 0.79\n","char '6' : char dist 0.011990638069494818, random password prob 0.0, model password prob: 0.7\n","char '7' : char dist 0.012027451336165916, random password prob 0.0, model password prob: 0.72\n","char '8' : char dist 0.012628807517247207, random password prob 0.01, model password prob: 0.78\n","char '9' : char dist 0.015432241550522358, random password prob 0.0, model password prob: 0.82\n","char ':' : char dist 3.8888792091723806e-05, random password prob 0.0, model password prob: 0.04\n","char ';' : char dist 7.308034244203153e-05, random password prob 0.0, model password prob: 0.0\n","char '<' : char dist 0.00012884643334884333, random password prob 0.0, model password prob: 0.01\n","char '=' : char dist 6.516057438964395e-05, random password prob 0.0, model password prob: 0.01\n","char '>' : char dist 1.1852342533573126e-05, random password prob 0.0, model password prob: 0.01\n","char '?' : char dist 6.384971622924878e-05, random password prob 0.0, model password prob: 0.02\n","char '@' : char dist 0.0005689670607015265, random password prob 0.0, model password prob: 0.07\n","char 'A' : char dist 0.006550248989314704, random password prob 0.0, model password prob: 0.4\n","char 'B' : char dist 0.006287039594525354, random password prob 0.0, model password prob: 0.52\n","char 'C' : char dist 0.0058344111955589, random password prob 0.0, model password prob: 0.44\n","char 'D' : char dist 0.005087167425043628, random password prob 0.0, model password prob: 0.41\n","char 'E' : char dist 0.00262231713078055, random password prob 0.0, model password prob: 0.32\n","char 'F' : char dist 0.0028803377120183355, random password prob 0.0, model password prob: 0.43\n","char 'G' : char dist 0.0032611420076131365, random password prob 0.0, model password prob: 0.31\n","char 'H' : char dist 0.00315490787753111, random password prob 0.0, model password prob: 0.37\n","char 'I' : char dist 0.0025449764993172343, random password prob 0.0, model password prob: 0.17\n","char 'J' : char dist 0.005282539910032527, random password prob 0.0, model password prob: 0.4\n","char 'K' : char dist 0.004013683829860005, random password prob 0.01, model password prob: 0.35\n","char 'L' : char dist 0.005370695121319103, random password prob 0.0, model password prob: 0.48\n","char 'M' : char dist 0.00791392380975581, random password prob 0.0, model password prob: 0.5\n","char 'N' : char dist 0.0030806805341987327, random password prob 0.0, model password prob: 0.37\n","char 'O' : char dist 0.0012442228705750959, random password prob 0.0, model password prob: 0.17\n","char 'P' : char dist 0.004512629217160422, random password prob 0.0, model password prob: 0.39\n","char 'Q' : char dist 0.0006163218117458025, random password prob 0.0, model password prob: 0.12\n","char 'R' : char dist 0.00405781605459331, random password prob 0.0, model password prob: 0.44\n","char 'S' : char dist 0.007882517832996342, random password prob 0.01, model password prob: 0.43\n","char 'T' : char dist 0.005013486272611415, random password prob 0.0, model password prob: 0.35\n","char 'U' : char dist 0.0006981958276804851, random password prob 0.0, model password prob: 0.07\n","char 'V' : char dist 0.0013774934502152729, random password prob 0.0, model password prob: 0.3\n","char 'W' : char dist 0.0018387516654043284, random password prob 0.0, model password prob: 0.26\n","char 'X' : char dist 0.0005447708038242321, random password prob 0.0, model password prob: 0.06\n","char 'Y' : char dist 0.0011372786923228553, random password prob 0.0, model password prob: 0.23\n","char 'Z' : char dist 0.000917819188636695, random password prob 0.0, model password prob: 0.13\n","char '[' : char dist 0.0001483454484847217, random password prob 0.0, model password prob: 0.0\n","char '\\' : char dist 3.05320713192045e-05, random password prob 0.0, model password prob: 0.02\n","char ']' : char dist 2.1465302376471144e-05, random password prob 0.0, model password prob: 0.0\n","char '^' : char dist 3.6376313950966365e-05, random password prob 0.0, model password prob: 0.01\n","char '_' : char dist 0.00021350602287436565, random password prob 0.0, model password prob: 0.08\n","char '`' : char dist 5.472832819649895e-05, random password prob 0.0, model password prob: 0.03\n","char 'a' : char dist 0.04987919076574708, random password prob 0.0, model password prob: 0.77\n","char 'b' : char dist 0.04236693574397236, random password prob 0.01, model password prob: 0.79\n","char 'c' : char dist 0.04299341670646122, random password prob 0.02, model password prob: 0.75\n","request timed out for pass dxmbg\n","request timed out for pass dog_b\n","request timed out for pass dad40\n","char 'd' : char dist 0.03461719691880605, random password prob 0.01, model password prob: 0.72\n","char 'e' : char dist 0.019975402839001986, random password prob 0.0, model password prob: 0.64\n","char 'f' : char dist 0.020229545464848602, random password prob 0.0, model password prob: 0.67\n","char 'g' : char dist 0.022109643781395395, random password prob 0.0, model password prob: 0.69\n","char 'h' : char dist 0.02149594368597038, random password prob 0.0, model password prob: 0.71\n","char 'i' : char dist 0.018939005605939543, random password prob 0.0, model password prob: 0.59\n","char 'j' : char dist 0.03637090666105474, random password prob 0.01, model password prob: 0.71\n","char 'k' : char dist 0.031070069355866693, random password prob 0.0, model password prob: 0.72\n","char 'l' : char dist 0.037107718185376865, random password prob 0.0, model password prob: 0.77\n","char 'm' : char dist 0.057332020217583886, random password prob 0.0, model password prob: 0.77\n","char 'n' : char dist 0.023126596618411974, random password prob 0.0, model password prob: 0.66\n","char 'o' : char dist 0.009527371728842217, random password prob 0.0, model password prob: 0.44\n","char 'p' : char dist 0.03323691789499993, random password prob 0.0, model password prob: 0.77\n","char 'q' : char dist 0.0035317795986447255, random password prob 0.0, model password prob: 0.32\n","char 'r' : char dist 0.028280016999645576, random password prob 0.0, model password prob: 0.71\n","char 's' : char dist 0.05710338470677496, random password prob 0.0, model password prob: 0.76\n","char 't' : char dist 0.03449840039802023, random password prob 0.0, model password prob: 0.69\n","char 'u' : char dist 0.004661848571085408, random password prob 0.0, model password prob: 0.36\n","char 'v' : char dist 0.010075474297157454, random password prob 0.0, model password prob: 0.63\n","char 'w' : char dist 0.013813987151514502, random password prob 0.0, model password prob: 0.52\n","char 'x' : char dist 0.004107246331058211, random password prob 0.0, model password prob: 0.23\n","char 'y' : char dist 0.009015809331747997, random password prob 0.0, model password prob: 0.57\n","char 'z' : char dist 0.0071404628760326355, random password prob 0.0, model password prob: 0.54\n","char '{' : char dist 2.7528021368298872e-05, random password prob 0.0, model password prob: 0.0\n","char '|' : char dist 9.176007122766291e-06, random password prob 0.0, model password prob: 0.0\n","char '}' : char dist 3.222526310971495e-06, random password prob 0.0, model password prob: 0.0\n","char '~' : char dist 0.000149437830285051, random password prob 0.0, model password prob: 0.02\n"]}]},{"cell_type":"code","source":["df1 =pd.DataFrame(char_dist.items(), columns=['char', 'dist'])\n","df2 = pd.DataFrame(random_preds.items(), columns=['char', 'rand_pred_prob'])\n","df3 = pd.DataFrame(model_preds.items(), columns=['char', 'model_pred_prob'])"],"metadata":{"id":"gCliMkk5AaXe"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["df4 = df1.join(df2.set_index('char'), on='char').join(df3.set_index('char'), on='char')"],"metadata":{"id":"2-NdJlHXKS0m"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["df4.sort_values(by=['dist'], ascending=False)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"4_XcqnZkKYnc","executionInfo":{"status":"ok","timestamp":1655852559531,"user_tz":420,"elapsed":78,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"5f33fd1f-a6fc-4470-eeaf-47145d50c7e8"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   char      dist  rand_pred_prob  model_pred_prob\n","94    m  0.057332            0.00             0.77\n","93    s  0.057103            0.00             0.76\n","92    0  0.055492            0.00             0.90\n","91    a  0.049879            0.00             0.77\n","90    1  0.044963            0.01             0.71\n","89    c  0.042993            0.02             0.75\n","88    b  0.042367            0.01             0.79\n","87    l  0.037108            0.00             0.77\n","86    j  0.036371            0.01             0.71\n","85    d  0.034617            0.01             0.72\n","84    t  0.034498            0.00             0.69\n","83    p  0.033237            0.00             0.77\n","82    k  0.031070            0.00             0.72\n","81    2  0.028482            0.00             0.75\n","80    r  0.028280            0.00             0.71\n","79    n  0.023127            0.00             0.66\n","78    g  0.022110            0.00             0.69\n","77    h  0.021496            0.00             0.71\n","76    f  0.020230            0.00             0.67\n","75    e  0.019975            0.00             0.64\n","74    i  0.018939            0.00             0.59\n","73    3  0.015904            0.00             0.77\n","72    4  0.015702            0.00             0.80\n","71    9  0.015432            0.00             0.82\n","70    5  0.015039            0.00             0.79\n","69    w  0.013814            0.00             0.52\n","68    8  0.012629            0.01             0.78\n","67    7  0.012027            0.00             0.72\n","66    6  0.011991            0.00             0.70\n","65    v  0.010075            0.00             0.63\n","..  ...       ...             ...              ...\n","29    #  0.000473            0.00             0.05\n","28    $  0.000462            0.00             0.09\n","27    (  0.000430            0.00             0.01\n","26    .  0.000373            0.00             0.07\n","25    -  0.000236            0.00             0.04\n","24    _  0.000214            0.00             0.08\n","23    ~  0.000149            0.00             0.02\n","22    [  0.000148            0.00             0.00\n","21    <  0.000129            0.00             0.01\n","20    +  0.000112            0.00             0.01\n","19    /  0.000107            0.00             0.02\n","18    ,  0.000104            0.00             0.00\n","17    ;  0.000073            0.00             0.00\n","16    =  0.000065            0.00             0.01\n","15    \"  0.000065            0.00             0.02\n","14    ?  0.000064            0.00             0.02\n","13    `  0.000055            0.00             0.03\n","12    &  0.000052            0.00             0.03\n","11    %  0.000051            0.00             0.01\n","10       0.000039            0.00             0.05\n","9     :  0.000039            0.00             0.04\n","8     ^  0.000036            0.00             0.01\n","7     \\  0.000031            0.00             0.02\n","6     {  0.000028            0.00             0.00\n","5     '  0.000025            0.00             0.01\n","4     )  0.000024            0.00             0.01\n","3     ]  0.000021            0.00             0.00\n","2     >  0.000012            0.00             0.01\n","1     |  0.000009            0.00             0.00\n","0     }  0.000003            0.00             0.00\n","\n","[95 rows x 4 columns]"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>char</th>\n","      <th>dist</th>\n","      <th>rand_pred_prob</th>\n","      <th>model_pred_prob</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>94</th>\n","      <td>m</td>\n","      <td>0.057332</td>\n","      <td>0.00</td>\n","      <td>0.77</td>\n","    </tr>\n","    <tr>\n","      <th>93</th>\n","      <td>s</td>\n","      <td>0.057103</td>\n","      <td>0.00</td>\n","      <td>0.76</td>\n","    </tr>\n","    <tr>\n","      <th>92</th>\n","      <td>0</td>\n","      <td>0.055492</td>\n","      <td>0.00</td>\n","      <td>0.90</td>\n","    </tr>\n","    <tr>\n","      <th>91</th>\n","      <td>a</td>\n","      <td>0.049879</td>\n","      <td>0.00</td>\n","      <td>0.77</td>\n","    </tr>\n","    <tr>\n","      <th>90</th>\n","      <td>1</td>\n","      <td>0.044963</td>\n","      <td>0.01</td>\n","      <td>0.71</td>\n","    </tr>\n","    <tr>\n","      <th>89</th>\n","      <td>c</td>\n","      <td>0.042993</td>\n","      <td>0.02</td>\n","      <td>0.75</td>\n","    </tr>\n","    <tr>\n","      <th>88</th>\n","      <td>b</td>\n","      <td>0.042367</td>\n","      <td>0.01</td>\n","      <td>0.79</td>\n","    </tr>\n","    <tr>\n","      <th>87</th>\n","      <td>l</td>\n","      <td>0.037108</td>\n","      <td>0.00</td>\n","      <td>0.77</td>\n","    </tr>\n","    <tr>\n","      <th>86</th>\n","      <td>j</td>\n","      <td>0.036371</td>\n","      <td>0.01</td>\n","      <td>0.71</td>\n","    </tr>\n","    <tr>\n","      <th>85</th>\n","      <td>d</td>\n","      <td>0.034617</td>\n","      <td>0.01</td>\n","      <td>0.72</td>\n","    </tr>\n","    <tr>\n","      <th>84</th>\n","      <td>t</td>\n","      <td>0.034498</td>\n","      <td>0.00</td>\n","      <td>0.69</td>\n","    </tr>\n","    <tr>\n","      <th>83</th>\n","      <td>p</td>\n","      <td>0.033237</td>\n","      <td>0.00</td>\n","      <td>0.77</td>\n","    </tr>\n","    <tr>\n","      <th>82</th>\n","      <td>k</td>\n","      <td>0.031070</td>\n","      <td>0.00</td>\n","      <td>0.72</td>\n","    </tr>\n","    <tr>\n","      <th>81</th>\n","      <td>2</td>\n","      <td>0.028482</td>\n","      <td>0.00</td>\n","      <td>0.75</td>\n","    </tr>\n","    <tr>\n","      <th>80</th>\n","      <td>r</td>\n","      <td>0.028280</td>\n","      <td>0.00</td>\n","      <td>0.71</td>\n","    </tr>\n","    <tr>\n","      <th>79</th>\n","      <td>n</td>\n","      <td>0.023127</td>\n","      <td>0.00</td>\n","      <td>0.66</td>\n","    </tr>\n","    <tr>\n","      <th>78</th>\n","      <td>g</td>\n","      <td>0.022110</td>\n","      <td>0.00</td>\n","      <td>0.69</td>\n","    </tr>\n","    <tr>\n","      <th>77</th>\n","      <td>h</td>\n","      <td>0.021496</td>\n","      <td>0.00</td>\n","      <td>0.71</td>\n","    </tr>\n","    <tr>\n","      <th>76</th>\n","      <td>f</td>\n","      <td>0.020230</td>\n","      <td>0.00</td>\n","      <td>0.67</td>\n","    </tr>\n","    <tr>\n","      <th>75</th>\n","      <td>e</td>\n","      <td>0.019975</td>\n","      <td>0.00</td>\n","      <td>0.64</td>\n","    </tr>\n","    <tr>\n","      <th>74</th>\n","      <td>i</td>\n","      <td>0.018939</td>\n","      <td>0.00</td>\n","      <td>0.59</td>\n","    </tr>\n","    <tr>\n","      <th>73</th>\n","      <td>3</td>\n","      <td>0.015904</td>\n","      <td>0.00</td>\n","      <td>0.77</td>\n","    </tr>\n","    <tr>\n","      <th>72</th>\n","      <td>4</td>\n","      <td>0.015702</td>\n","      <td>0.00</td>\n","      <td>0.80</td>\n","    </tr>\n","    <tr>\n","      <th>71</th>\n","      <td>9</td>\n","      <td>0.015432</td>\n","      <td>0.00</td>\n","      <td>0.82</td>\n","    </tr>\n","    <tr>\n","      <th>70</th>\n","      <td>5</td>\n","      <td>0.015039</td>\n","      <td>0.00</td>\n","      <td>0.79</td>\n","    </tr>\n","    <tr>\n","      <th>69</th>\n","      <td>w</td>\n","      <td>0.013814</td>\n","      <td>0.00</td>\n","      <td>0.52</td>\n","    </tr>\n","    <tr>\n","      <th>68</th>\n","      <td>8</td>\n","      <td>0.012629</td>\n","      <td>0.01</td>\n","      <td>0.78</td>\n","    </tr>\n","    <tr>\n","      <th>67</th>\n","      <td>7</td>\n","      <td>0.012027</td>\n","      <td>0.00</td>\n","      <td>0.72</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>6</td>\n","      <td>0.011991</td>\n","      <td>0.00</td>\n","      <td>0.70</td>\n","    </tr>\n","    <tr>\n","      <th>65</th>\n","      <td>v</td>\n","      <td>0.010075</td>\n","      <td>0.00</td>\n","      <td>0.63</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>#</td>\n","      <td>0.000473</td>\n","      <td>0.00</td>\n","      <td>0.05</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>$</td>\n","      <td>0.000462</td>\n","      <td>0.00</td>\n","      <td>0.09</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>(</td>\n","      <td>0.000430</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>.</td>\n","      <td>0.000373</td>\n","      <td>0.00</td>\n","      <td>0.07</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>-</td>\n","      <td>0.000236</td>\n","      <td>0.00</td>\n","      <td>0.04</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>_</td>\n","      <td>0.000214</td>\n","      <td>0.00</td>\n","      <td>0.08</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>~</td>\n","      <td>0.000149</td>\n","      <td>0.00</td>\n","      <td>0.02</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>[</td>\n","      <td>0.000148</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>&lt;</td>\n","      <td>0.000129</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>+</td>\n","      <td>0.000112</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>/</td>\n","      <td>0.000107</td>\n","      <td>0.00</td>\n","      <td>0.02</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>,</td>\n","      <td>0.000104</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>;</td>\n","      <td>0.000073</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>=</td>\n","      <td>0.000065</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>\"</td>\n","      <td>0.000065</td>\n","      <td>0.00</td>\n","      <td>0.02</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>?</td>\n","      <td>0.000064</td>\n","      <td>0.00</td>\n","      <td>0.02</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>`</td>\n","      <td>0.000055</td>\n","      <td>0.00</td>\n","      <td>0.03</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>&amp;</td>\n","      <td>0.000052</td>\n","      <td>0.00</td>\n","      <td>0.03</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>%</td>\n","      <td>0.000051</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td></td>\n","      <td>0.000039</td>\n","      <td>0.00</td>\n","      <td>0.05</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>:</td>\n","      <td>0.000039</td>\n","      <td>0.00</td>\n","      <td>0.04</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>^</td>\n","      <td>0.000036</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>\\</td>\n","      <td>0.000031</td>\n","      <td>0.00</td>\n","      <td>0.02</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>{</td>\n","      <td>0.000028</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>'</td>\n","      <td>0.000025</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>)</td>\n","      <td>0.000024</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>]</td>\n","      <td>0.000021</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>&gt;</td>\n","      <td>0.000012</td>\n","      <td>0.00</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>|</td>\n","      <td>0.000009</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>}</td>\n","      <td>0.000003</td>\n","      <td>0.00</td>\n","      <td>0.00</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>95 rows × 4 columns</p>\n","</div>"]},"metadata":{},"execution_count":266}]},{"cell_type":"markdown","source":["# Save embeddings"],"metadata":{"id":"Of331MPajOqF"}},{"cell_type":"code","source":["embed_weights = model.get_layer('embedding_1').get_weights()[0]"],"metadata":{"id":"MQd09smjKbwU"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["embed_weights.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zWITcMb1khO8","executionInfo":{"status":"ok","timestamp":1655853737045,"user_tz":420,"elapsed":39,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"6d4bc46e-3b70-45f9-acf9-fdc90f57f084"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(96, 96)"]},"metadata":{},"execution_count":270}]},{"cell_type":"code","source":["len(tokenizer.word_index)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eCB9-zcPk1FH","executionInfo":{"status":"ok","timestamp":1655853822296,"user_tz":420,"elapsed":83,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"009544f7-c218-4c8b-c91d-3fffaf936196"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["95"]},"metadata":{},"execution_count":274}]},{"cell_type":"code","source":["len(vocab)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"m9DFFlVxlJFv","executionInfo":{"status":"ok","timestamp":1655853850560,"user_tz":420,"elapsed":49,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"4eaaa442-7b17-46ed-d06e-685f373b4686"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["95"]},"metadata":{},"execution_count":275}]},{"cell_type":"code","source":["embed_weights[1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MyvdWiywmRxh","executionInfo":{"status":"ok","timestamp":1655854150977,"user_tz":420,"elapsed":26,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"8f1478d0-2c88-4778-d0bb-f2648c863c1b"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 4.47295845e-01,  1.95193067e-02,  2.30765305e-02,  7.99807385e-02,\n","        2.22967882e-02,  2.36143614e-03,  4.18019891e-02,  1.42912026e-02,\n","       -6.22050371e-03,  1.90549597e-01,  1.46776140e-02, -5.95092066e-02,\n","       -1.42914979e-02,  3.78507487e-02,  6.44187070e-03,  1.32179549e-02,\n","        1.36095518e-02,  1.74970869e-02,  7.35729141e-03, -1.53447418e-02,\n","        1.98352919e-03, -9.61466506e-02, -1.02424277e-02, -1.05616990e-02,\n","        1.07361963e-02,  4.00884636e-02,  3.02073453e-02, -7.59140239e-04,\n","        1.06512941e-01,  6.18504034e-03,  8.40000883e-02, -3.30386050e-02,\n","        1.02686426e-02, -5.68289589e-03,  5.82615240e-03,  7.85903074e-03,\n","        3.64127606e-02, -1.18739665e-01, -3.43784019e-02, -1.36636188e-02,\n","       -4.93826345e-03, -6.08909037e-03, -7.99061079e-03, -7.60126999e-03,\n","        3.94845521e-03,  6.11208146e-03, -1.86935943e-02,  7.87161291e-03,\n","       -1.03353700e-02, -1.55544775e-02,  1.58636138e-01, -3.54893180e-03,\n","       -4.04362194e-03, -1.14724025e-01,  1.11467121e-02, -5.20122284e-03,\n","       -7.93538243e-02,  2.21933267e-04, -5.13612875e-04, -8.37647915e-03,\n","       -4.57200082e-03,  2.45976984e-03,  3.16181891e-02,  1.10313818e-01,\n","       -4.31186706e-03, -9.97533724e-02, -2.13569216e-02,  1.15487920e-02,\n","        6.84897089e-03, -3.03853489e-03,  2.51861452e-03,  6.08946290e-03,\n","       -8.61275345e-02,  1.59275904e-02, -3.72764654e-03,  1.26672490e-02,\n","       -3.90071720e-02,  1.00371903e-02, -1.13108451e-03,  3.02913901e-03,\n","       -7.67258229e-03, -1.12982839e-02, -2.03023076e-01, -9.93811153e-03,\n","       -1.47887587e-03,  4.46387380e-02, -1.81344915e-02,  1.26380287e-02,\n","       -4.13526827e-03,  8.06806702e-03, -1.52508887e-02, -6.12591766e-02,\n","        9.00642946e-03, -6.61007836e-02,  1.63998436e-02, -8.81005637e-03],\n","      dtype=float32)"]},"metadata":{},"execution_count":278}]},{"cell_type":"code","source":["import io\n","\n","out_v = io.open('password_tf_vectors.tsv', 'w', encoding='utf-8')\n","out_m = io.open('password_tf_metadata.tsv', 'w', encoding='utf-8')\n","\n","for index in range(len(tokenizer.index_word) + 1):\n","  if index == 0:\n","    continue #skip 0, it's padding. \n","  vec = embed_weights[index]\n","  out_v.write('\\t'.join(str(x) for x in vec)+\"\\n\")\n","  out_m.write(tokenizer.index_word[index] + \"\\n\")\n","\n","out_v.close()\n","out_m.close()"],"metadata":{"id":"o-LqBQGCkuOA"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!more password_tf_metadata.tsv"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fJ-5JK5Dm8Wl","executionInfo":{"status":"ok","timestamp":1655854582467,"user_tz":420,"elapsed":128,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"6b218e0c-0210-47ee-da51-58286b1cdd8d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["a\n","e\n","1\n","0\n","i\n","2\n","o\n","n\n","r\n","l\n","s\n","9\n","3\n","8\n","t\n","4\n","5\n","6\n","7\n","m\n","c\n","d\n","u\n","h\n","y\n","b\n","k\n","g\n","p\n","j\n","f\n","v\n","w\n","z\n","A\n","E\n","x\n","I\n","O\n","R\n","S\n","L\n","N\n","M\n","T\n","C\n","D\n","q\n","B\n",".\n","H\n","Y\n","K\n","U\n","G\n","P\n","_\n","J\n","!\n","-\n","F\n","@\n","*\n","V\n","W\n"," \n","Z\n","X\n","#\n","Q\n","/\n","$\n",",\n","+\n","&\n","\\\n","?\n",")\n","=\n","(\n","'\n","%\n",";\n","]\n","<\n","~\n","[\n",":\n","^\n","`\n","\"\n",">\n","{\n","}\n","|\n"]}]},{"cell_type":"code","source":["!more password_tf_vectors.tsv"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HWn7TCuzn8mZ","executionInfo":{"status":"ok","timestamp":1655854607099,"user_tz":420,"elapsed":103,"user":{"displayName":"Rajashekar Chintalapati","userId":"03596288833202137831"}},"outputId":"096d9e07-9190-4423-ac44-33e9941d57d1"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.44729584      0.019519307     0.02307653      0.07998074      0.022296788     0.0023614361    0.04180199      0.014291203     -0.0062205037   0.1905496       0.014677614     -0.059509207    -0.014291498    0.03785075      0.0064418707    0.013217955     0.013609552     0.017497087     0.0073572914    -0.015344742    0.0019835292    -0.09614665     -0.010242428    -0.010561699    0.010736196     0.040088464     0.030207345     -0.00075914024  0.10651294      0.0061850403    0.08400009      -0.033038605    0.010268643     -0.005682896    0.0058261524    0.007859031     0.03641276      -0.118739665    -0.034378402    -0.013663619    -0.0049382634   -0.0060890904   -0.007990611    -0.00760127     0.003948455     0.0061120815    -0.018693594    0.007871613     -0.01033537     -0.015554477    0.15863614      -0.0035489318   -0.004043622    -0.114724025    0.011146712     -0.005201223    -0.079353824    0.00022193327   -0.0005136129   -0.008376479    -0.004572001    0.0024597698    0.03161819      0.11031382      -0.004311867    -0.09975337     -0.021356922    0.011548792     0.006848971     -0.003038535    0.0025186145    0.006089463     -0.086127535    0.01592759      -0.0037276465   0.012667249     -0.039007172    0.01003719      -0.0011310845   0.003029139     -0.0076725823   -0.011298284    -0.20302308     -0.0099381115   -0.0014788759   0.044638738     -0.018134492    0.012638029     -0.0041352683   0.008068067     -0.015250889    -0.061259177    0.009006429     -0.06610078     0.016399844     -0.008810056\n","0.17117712      -0.013847731    0.01346095      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